{"id":807,"date":"2021-06-21T17:09:45","date_gmt":"2021-06-21T08:09:45","guid":{"rendered":"https:\/\/wise.ajou.ac.kr:9605\/?page_id=807"},"modified":"2025-06-16T12:43:29","modified_gmt":"2025-06-16T03:43:29","slug":"publication-search","status":"publish","type":"page","link":"https:\/\/wise.ajou.ac.kr\/?page_id=807","title":{"rendered":"Publication Search"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"807\" class=\"elementor elementor-807\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-443d5756 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"443d5756\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column 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class=\"page-numbers button\">&raquo;<\/a> <\/div>\n<\/div>\n<div class=\"teachpress_publication_list\">\n<h3 class=\"tp_h3\" id=\"tp_h3_2026\">2026<\/h3>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">206.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> Choi, Jiheon;  Oh, Sangyoon<\/p>\n<p class=\"tp_pub_title\">S-CQR: Stratified Calibration for Runtime Prediction in HPC Backfill Scheduling <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <span class=\"tp_pub_label_status forthcoming\">Forthcoming<\/span><\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">The 32nd International European Conference on Parallel and Distributed Computing (Euro-Par 2026), <\/span>Forthcoming.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_207\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('207','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=101\" title=\"Show all publications which have a relationship to this tag\">Job Scheduling<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_207\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{jiheon2026scqr,<br \/>\r\ntitle = {S-CQR: Stratified Calibration for Runtime Prediction in HPC Backfill Scheduling},<br \/>\r\nauthor = {Jiheon Choi and Sangyoon Oh},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-08-24},<br \/>\r\nbooktitle = {The 32nd International European Conference on Parallel and Distributed Computing (Euro-Par 2026)},<br \/>\r\nkeywords = {Job Scheduling},<br \/>\r\npubstate = {forthcoming},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('207','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_article\">\n<div class=\"tp_pub_number\">205.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> Yeo, Sangho;  Kim, Jiheon;  Oh, Sangyoon<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('211','tp_links')\" style=\"cursor:pointer;\">SpaceFlow: Runtime Enforcement of Cloud-Native GPU Spatial Partitioning<\/a> <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">Journal of Parallel and Distributed Computing, <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_abstract_link\"><a id=\"tp_abstract_sh_211\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('211','tp_abstract')\" title=\"Show abstract\" style=\"cursor:pointer;\">Abstract<\/a><\/span> | <span class=\"tp_resource_link\"><a id=\"tp_links_sh_211\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('211','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_211\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('211','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=57\" title=\"Show all publications which have a relationship to this tag\">container<\/a>, <a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=91\" title=\"Show all publications which have a relationship to this tag\">GPU<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_211\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@article{sanghoyeojpdc202607,<br \/>\r\ntitle = {SpaceFlow: Runtime Enforcement of Cloud-Native GPU Spatial Partitioning},<br \/>\r\nauthor = {Sangho Yeo and Jiheon Kim and Sangyoon Oh },<br \/>\r\nurl = {https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0743731526000894?__cf_chl_f_tk=9290J7qEI.ciFqQ7qLcwHCGVUby21dj2aNeWnhHOCUg-1783310840-1.0.1.1-0gj8vTrE9ZmcMFuOTF8xbgHcjhwMUo2Zt7mEhGVfTmA},<br \/>\r\ndoi = {https:\/\/doi.org\/10.1016\/j.jpdc.2026.105311},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-07-02},<br \/>\r\nurldate = {2026-07-02},<br \/>\r\njournal = {Journal of Parallel and Distributed Computing},<br \/>\r\nabstract = {As GPU capacity scales, a growing fraction of computing resources remains idle under single-tenant allocations. Spatial partitioning addresses this need by offering superior throughput. However, it lacks container-level enforcement, causing resource over-consumption in multi-tenant environments. We present SpaceFlow, a runtime enforcement mechanism that achieves container-level GPU spatial partitioning by transparently intercepting GPU runtime interface and unifying its contexts. To ensure secure deployment, SpaceFlow integrates with a cloud-native ecosystem and eliminates resource oversubscription by immutable resource configuration. For broad compatibility, SpaceFlow includes adaptive fallback mechanisms that maintain container partitioning on GPUs with the latest architecture features. We validate SpaceFlow across various GPU types in a cloud-native cluster, demonstrating significant reduction in cross-container interference compared with conventional process-level spatial partitioning. SpaceFlow achieves up to 11.34\u202f\u00d7\u202f interference reduction in evaluated scenarios while maintaining \u202f\u2264\u202f3.0% overhead.},<br \/>\r\nkeywords = {container, GPU},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('211','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_abstract\" id=\"tp_abstract_211\" style=\"display:none;\">\n<div class=\"tp_abstract_entry\">As GPU capacity scales, a growing fraction of computing resources remains idle under single-tenant allocations. Spatial partitioning addresses this need by offering superior throughput. However, it lacks container-level enforcement, causing resource over-consumption in multi-tenant environments. We present SpaceFlow, a runtime enforcement mechanism that achieves container-level GPU spatial partitioning by transparently intercepting GPU runtime interface and unifying its contexts. To ensure secure deployment, SpaceFlow integrates with a cloud-native ecosystem and eliminates resource oversubscription by immutable resource configuration. For broad compatibility, SpaceFlow includes adaptive fallback mechanisms that maintain container partitioning on GPUs with the latest architecture features. We validate SpaceFlow across various GPU types in a cloud-native cluster, demonstrating significant reduction in cross-container interference compared with conventional process-level spatial partitioning. SpaceFlow achieves up to 11.34\u202f\u00d7\u202f interference reduction in evaluated scenarios while maintaining \u202f\u2264\u202f3.0% overhead.<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('211','tp_abstract')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_211\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0743731526000894?__cf_chl_f_tk=9290J7qEI.ciFqQ7qLcwHCGVUby21dj2aNeWnhHOCUg-1783310840-1.0.1.1-0gj8vTrE9ZmcMFuOTF8xbgHcjhwMUo2Zt7mEhGVfTmA\" title=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0743731526000894?__cf_chl_f_t[...]\" target=\"_blank\">https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0743731526000894?__cf_chl_f_t[&#8230;]<\/a><\/li>\n<li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/https:\/\/doi.org\/10.1016\/j.jpdc.2026.105311\" title=\"Follow DOI:https:\/\/doi.org\/10.1016\/j.jpdc.2026.105311\" target=\"_blank\">doi:https:\/\/doi.org\/10.1016\/j.jpdc.2026.105311<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('211','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">204.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uc815\ud601\uc900,;  \ucd94\ubbfc\uc194,;  \ucd5c\uc9c0\ud5cc,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\">LLM \uc11c\ube59 \uc2dc\uc2a4\ud15c\uc758 \uc694\uccad \uc720\ud615 \uac04 \uc790\uc6d0 \uacbd\ud569 \ubd84\uc11d\uacfc \uc720\ud615 \uae30\ubc18 \uc2a4\ucf00\uc904\ub9c1 <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2026\ub144\ub3c4 \ud55c\uad6d\uc815\ubcf4\uacfc\ud559\ud68c \ud55c\uad6d\ucef4\ud4e8\ud130\uc885\ud569\ud559\uc220\ub300\ud68c (KCC 2026), <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_208\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('208','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_208\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{hyeokjunkcc2026,<br \/>\r\ntitle = {LLM \uc11c\ube59 \uc2dc\uc2a4\ud15c\uc758 \uc694\uccad \uc720\ud615 \uac04 \uc790\uc6d0 \uacbd\ud569 \ubd84\uc11d\uacfc \uc720\ud615 \uae30\ubc18 \uc2a4\ucf00\uc904\ub9c1},<br \/>\r\nauthor = {\uc815\ud601\uc900 and \ucd94\ubbfc\uc194 and \ucd5c\uc9c0\ud5cc and \uc624\uc0c1\uc724 },<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-06-26},<br \/>\r\nurldate = {2026-06-24},<br \/>\r\nbooktitle = {2026\ub144\ub3c4 \ud55c\uad6d\uc815\ubcf4\uacfc\ud559\ud68c \ud55c\uad6d\ucef4\ud4e8\ud130\uc885\ud569\ud559\uc220\ub300\ud68c (KCC 2026)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('208','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">203.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \ubc15\uc601\uc9c4,;  \uc815\uc7ac\uc724,;  \uc548\uc131\ubc30,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\">FlashTP \uc801\uc6a9 SevenNet\uc758 Edge Embedding \ubc0f Radial MLP \uad6c\uac04\uc5d0 \ub300\ud55c \uc131\ub2a5 \ubcd1\ubaa9 \ubd84\uc11d <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2026\ub144\ub3c4 \ud55c\uad6d\uc815\ubcf4\uacfc\ud559\ud68c \ud55c\uad6d\ucef4\ud4e8\ud130\uc885\ud569\ud559\uc220\ub300\ud68c (KCC 2026), <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_209\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('209','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_209\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{youngjinkcc2026,<br \/>\r\ntitle = {FlashTP \uc801\uc6a9 SevenNet\uc758 Edge Embedding \ubc0f Radial MLP \uad6c\uac04\uc5d0 \ub300\ud55c \uc131\ub2a5 \ubcd1\ubaa9 \ubd84\uc11d},<br \/>\r\nauthor = {\ubc15\uc601\uc9c4 and \uc815\uc7ac\uc724 and \uc548\uc131\ubc30 and \uc624\uc0c1\uc724},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-06-26},<br \/>\r\nurldate = {2026-06-24},<br \/>\r\nbooktitle = {2026\ub144\ub3c4 \ud55c\uad6d\uc815\ubcf4\uacfc\ud559\ud68c \ud55c\uad6d\ucef4\ud4e8\ud130\uc885\ud569\ud559\uc220\ub300\ud68c (KCC 2026)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('209','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">202.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uae40\ubbfc\ucc3d,;  \uc724\ud0dc\uc601,;  \uad8c\ub3c4\ud604,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\">E(3)-equivariant GNN \uae30\ubc18 MLIP\uc5d0\uc11c \uac04\uc120 \uc30d \uae30\ud558 \ud2b9\uc9d5 \uc7ac\uc0ac\uc6a9 \uc131\ub2a5 \ubd84\uc11d <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2026\ub144\ub3c4 \ud55c\uad6d\uc815\ubcf4\uacfc\ud559\ud68c \ud55c\uad6d\ucef4\ud4e8\ud130\uc885\ud569\ud559\uc220\ub300\ud68c (KCC 2026), <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_210\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('210','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_210\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{minchangkcc2026,<br \/>\r\ntitle = {E(3)-equivariant GNN \uae30\ubc18 MLIP\uc5d0\uc11c \uac04\uc120 \uc30d \uae30\ud558 \ud2b9\uc9d5 \uc7ac\uc0ac\uc6a9 \uc131\ub2a5 \ubd84\uc11d},<br \/>\r\nauthor = {\uae40\ubbfc\ucc3d and \uc724\ud0dc\uc601 and \uad8c\ub3c4\ud604 and \uc624\uc0c1\uc724},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-06-26},<br \/>\r\nurldate = {2026-06-24},<br \/>\r\nbooktitle = {2026\ub144\ub3c4 \ud55c\uad6d\uc815\ubcf4\uacfc\ud559\ud68c \ud55c\uad6d\ucef4\ud4e8\ud130\uc885\ud569\ud559\uc220\ub300\ud68c (KCC 2026)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('210','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">201.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> Choi, Jiheon;  Oh, Sangyoon<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('204','tp_links')\" style=\"cursor:pointer;\">Reducing Backfill Failures with Lightweight Uncertainty Buffers under Workload Drift in HPC Job Scheduling<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">The 26th IEEE\/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid 2026), <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_abstract_link\"><a id=\"tp_abstract_sh_204\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('204','tp_abstract')\" title=\"Show abstract\" style=\"cursor:pointer;\">Abstract<\/a><\/span> | <span class=\"tp_resource_link\"><a id=\"tp_links_sh_204\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('204','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_204\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('204','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=101\" title=\"Show all publications which have a relationship to this tag\">Job Scheduling<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_204\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{CCGrid-2026,<br \/>\r\ntitle = {Reducing Backfill Failures with Lightweight Uncertainty Buffers under Workload Drift in HPC Job Scheduling},<br \/>\r\nauthor = {Jiheon Choi and Sangyoon Oh},<br \/>\r\nurl = {https:\/\/ieeexplore.ieee.org\/abstract\/document\/11618996?casa_token=HPfs4aGNCG8AAAAA:qlQ-AzoiAA2zbe7bMhHlqTmGpTct6zJocgeiYvFowW8aAp8jiP_8-oeswbkEFwBA6FigrNFq42fd},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-05-21},<br \/>\r\nurldate = {2026-05-21},<br \/>\r\nbooktitle = {The 26th IEEE\/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid 2026)},<br \/>\r\nabstract = {Backfill scheduling maximizes resource utilization in HPC systems. Typically, conventional schedulers use runtime estimates from user-specified wall-clock limits and prediction models to determine job completion before the next reservation. However, these methods often lead to job termination due to underprediction. As workloads evolve, prediction models degrade, and conventional approaches retrain models when drift is detected. In five HPC traces, we reveal that degradation is concentrated in specific workload segments, indicating unequal underprediction risk across workloads. To tackle this, we present Drift-Adaptive Runtime Prediction (DARP), an adaptation framework that requires minimal retraining. DARP adjusts the buffer to adapt to workload drift, rather than retraining the model. It integrates quantile regression to produce conservative predictions and per-job uncertainty estimates. An adaptive buffer multiplier adjusts based on observed underprediction rates, concentrating protection on high-risk jobs while maintaining efficiency for well-characterized workloads. DARP also provides an immediate response to drift without model retraining. Experiments across five HPC traces show that DARP reduces job termination rates from 58% to under 2%, while eliminating temporal drift and requiring near-zero retraining events compared to conventional methods (average 0.4 vs. 125-1147 for baselines).},<br \/>\r\nkeywords = {Job Scheduling},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('204','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_abstract\" id=\"tp_abstract_204\" style=\"display:none;\">\n<div class=\"tp_abstract_entry\">Backfill scheduling maximizes resource utilization in HPC systems. Typically, conventional schedulers use runtime estimates from user-specified wall-clock limits and prediction models to determine job completion before the next reservation. However, these methods often lead to job termination due to underprediction. As workloads evolve, prediction models degrade, and conventional approaches retrain models when drift is detected. In five HPC traces, we reveal that degradation is concentrated in specific workload segments, indicating unequal underprediction risk across workloads. To tackle this, we present Drift-Adaptive Runtime Prediction (DARP), an adaptation framework that requires minimal retraining. DARP adjusts the buffer to adapt to workload drift, rather than retraining the model. It integrates quantile regression to produce conservative predictions and per-job uncertainty estimates. An adaptive buffer multiplier adjusts based on observed underprediction rates, concentrating protection on high-risk jobs while maintaining efficiency for well-characterized workloads. DARP also provides an immediate response to drift without model retraining. Experiments across five HPC traces show that DARP reduces job termination rates from 58% to under 2%, while eliminating temporal drift and requiring near-zero retraining events compared to conventional methods (average 0.4 vs. 125-1147 for baselines).<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('204','tp_abstract')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_204\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/11618996?casa_token=HPfs4aGNCG8AAAAA:qlQ-AzoiAA2zbe7bMhHlqTmGpTct6zJocgeiYvFowW8aAp8jiP_8-oeswbkEFwBA6FigrNFq42fd\" title=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/11618996?casa_token=HPfs4aGNCG8AAA[...]\" target=\"_blank\">https:\/\/ieeexplore.ieee.org\/abstract\/document\/11618996?casa_token=HPfs4aGNCG8AAA[&#8230;]<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('204','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">200.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> Choo, Minsol;  Oh, Sangyoon<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('205','tp_links')\" style=\"cursor:pointer;\">GASched: Goal-Adaptive Hierarchical Reinforcement Learning for Multi-Objective HPC Job Scheduling<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">The 26th IEEE\/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid 2026), <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_abstract_link\"><a id=\"tp_abstract_sh_205\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('205','tp_abstract')\" title=\"Show abstract\" style=\"cursor:pointer;\">Abstract<\/a><\/span> | <span class=\"tp_resource_link\"><a id=\"tp_links_sh_205\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('205','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_205\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('205','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=101\" title=\"Show all publications which have a relationship to this tag\">Job Scheduling<\/a>, <a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=36\" title=\"Show all publications which have a relationship to this tag\">reinforcement learning<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_205\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{Choo2026GASched,<br \/>\r\ntitle = {GASched: Goal-Adaptive Hierarchical Reinforcement Learning for Multi-Objective HPC Job Scheduling},<br \/>\r\nauthor = {Minsol Choo and Sangyoon Oh},<br \/>\r\nurl = {https:\/\/ieeexplore.ieee.org\/abstract\/document\/11619039?casa_token=I12UxdEC6WwAAAAA:6uXEo8rxEcsMx4E-92x3dbWIBvbsmM0ihAHoqeFzNmrPqSQTpj4tCiMlm7Hlk_D9AwMnmE5x3P6Z},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-05-21},<br \/>\r\nurldate = {2026-05-21},<br \/>\r\nbooktitle = {The 26th IEEE\/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid 2026)},<br \/>\r\nabstract = {High-performance computing (HPC) job scheduling is fundamentally a multi-objective problem because schedulers must simultaneously optimize multiple objectives, such as average slowdown and risk of starvation, facing trade-offs between them. However, which objective matters most can change significantly across workloads and operating conditions, and ignoring these shifts can lead to overall performance degradation. Therefore, understanding and managing the priorities among objectives is a crucial issue for real-world HPC schedulers. However, prior works either target a single objective or treat multi-objective optimization without explicitly capturing their priorities. This oversimplifies the decision problem that real-world schedulers actually face. To address this issue, we present GASched, a Goal-Adaptive HPC Job Scheduler based on hierarchical reinforcement learning (HRL). GASched models whose objectives should be emphasized and allow these priorities to change as the system evolves. A high-level agent selects a subset of objectives to prioritize based on the current queue and cluster status. A lowlevel agent then observes both the current system state and chosen objectives and follows the goal by making scheduling decisions. By repeatedly updating the high-level choices based on long-term feedback, GASched can automatically transfer its focus without manual re-tuning. Through experiments using a diverse set of trace-driven workloads, we demonstrate that GASched balances trade-offs across several key objectives while reducing tail waiting time by up to 93.22% and mean waiting time by up to 89.75% compared with all baseline methods.},<br \/>\r\nkeywords = {Job Scheduling, reinforcement learning},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('205','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_abstract\" id=\"tp_abstract_205\" style=\"display:none;\">\n<div class=\"tp_abstract_entry\">High-performance computing (HPC) job scheduling is fundamentally a multi-objective problem because schedulers must simultaneously optimize multiple objectives, such as average slowdown and risk of starvation, facing trade-offs between them. However, which objective matters most can change significantly across workloads and operating conditions, and ignoring these shifts can lead to overall performance degradation. Therefore, understanding and managing the priorities among objectives is a crucial issue for real-world HPC schedulers. However, prior works either target a single objective or treat multi-objective optimization without explicitly capturing their priorities. This oversimplifies the decision problem that real-world schedulers actually face. To address this issue, we present GASched, a Goal-Adaptive HPC Job Scheduler based on hierarchical reinforcement learning (HRL). GASched models whose objectives should be emphasized and allow these priorities to change as the system evolves. A high-level agent selects a subset of objectives to prioritize based on the current queue and cluster status. A lowlevel agent then observes both the current system state and chosen objectives and follows the goal by making scheduling decisions. By repeatedly updating the high-level choices based on long-term feedback, GASched can automatically transfer its focus without manual re-tuning. Through experiments using a diverse set of trace-driven workloads, we demonstrate that GASched balances trade-offs across several key objectives while reducing tail waiting time by up to 93.22% and mean waiting time by up to 89.75% compared with all baseline methods.<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('205','tp_abstract')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_205\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/11619039?casa_token=I12UxdEC6WwAAAAA:6uXEo8rxEcsMx4E-92x3dbWIBvbsmM0ihAHoqeFzNmrPqSQTpj4tCiMlm7Hlk_D9AwMnmE5x3P6Z\" title=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/11619039?casa_token=I12UxdEC6WwAAA[...]\" target=\"_blank\">https:\/\/ieeexplore.ieee.org\/abstract\/document\/11619039?casa_token=I12UxdEC6WwAAA[&#8230;]<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('205','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_article\">\n<div class=\"tp_pub_number\">199.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> Choi, Jiheon;  Oh, Sangyoon<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('206','tp_links')\" style=\"cursor:pointer;\">UARP: Uncertainty-aware runtime prediction for preventing scheduler termination under Wallclock constraints in HPC<\/a> <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">The Journal of Supercomputing, <\/span><span class=\"tp_pub_additional_volume\">vol. 82, <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_abstract_link\"><a id=\"tp_abstract_sh_206\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('206','tp_abstract')\" title=\"Show abstract\" style=\"cursor:pointer;\">Abstract<\/a><\/span> | <span class=\"tp_resource_link\"><a id=\"tp_links_sh_206\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('206','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_206\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('206','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_206\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@article{jiheon2026uarp,<br \/>\r\ntitle = {UARP: Uncertainty-aware runtime prediction for preventing scheduler termination under Wallclock constraints in HPC},<br \/>\r\nauthor = {Jiheon Choi and Sangyoon Oh},<br \/>\r\nurl = {https:\/\/link.springer.com\/article\/10.1007\/s11227-026-08422-8},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-03-25},<br \/>\r\nurldate = {2026-03-25},<br \/>\r\njournal = {The Journal of Supercomputing},<br \/>\r\nvolume = {82},<br \/>\r\nabstract = {Effective resource allocation has become a critical issue in high-performance computing (HPC) systems. To effectively allocate resources (e.g., CPU\/GPU cores), recent studies focus on predicting each workload\u2019s runtime using machine learning and deep learning models. These methods in HPC often suffer from underestimation, as 33\u201364% of jobs terminate due to wallclock time limits, whereas user-provided estimates achieve 78\u201399% success. This failure stems from minimizing mean squared error, which biases predictions toward average-case performance and underestimates jobs in high-skewed (i.e., long-tail) runtime distributions. Specifically, HPC workloads exhibit long-tail runtime distributions, with most jobs completing quickly while a small fraction runs for extremely long durations. To overcome these challenges, we introduce an uncertainty-aware runtime prediction (UARP) method based on multi-quantile regression. Our method directly addresses the underestimation problem by quantifying uncertainty by modeling the conditional distribution without distributional assumptions. Our approach uses the highest-quantile (99th) model and the residual model from the median quantile. The 99th model primarily provides conservative bounds and protection against job underestimates, while the residual uncertainty model protects against unpredictable workloads by estimating prediction variance. In particular, the expected predicted error (i.e., uncertainty) from the residual model plays a critical role in our adaptive safety margin calculation. UARP adds a conservative prediction (99th quantile) and an additional safety margin from our formula, enabling our adaptive margin approach specifically tailored to each job\u2019s characteristics. Evaluation on four production HPC systems (SDSC DataStar, KIT FH2, ANL Interpid, KISTI NURION), UARP achieves 92\u201399% job success rates while maintaining resource utilization within 1\u20132% of EASY backfilling. Our method deploys with identical parameters across all systems. This parameter-free deployment eliminates the per-system tuning that fixed-margin approaches require. In addition, our approach integrates with existing schedulers through minimal modification, utilizing uncertainty-aware predictions to prevent timeout-based job termination and preserve system efficiency.},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('206','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_abstract\" id=\"tp_abstract_206\" style=\"display:none;\">\n<div class=\"tp_abstract_entry\">Effective resource allocation has become a critical issue in high-performance computing (HPC) systems. To effectively allocate resources (e.g., CPU\/GPU cores), recent studies focus on predicting each workload\u2019s runtime using machine learning and deep learning models. These methods in HPC often suffer from underestimation, as 33\u201364% of jobs terminate due to wallclock time limits, whereas user-provided estimates achieve 78\u201399% success. This failure stems from minimizing mean squared error, which biases predictions toward average-case performance and underestimates jobs in high-skewed (i.e., long-tail) runtime distributions. Specifically, HPC workloads exhibit long-tail runtime distributions, with most jobs completing quickly while a small fraction runs for extremely long durations. To overcome these challenges, we introduce an uncertainty-aware runtime prediction (UARP) method based on multi-quantile regression. Our method directly addresses the underestimation problem by quantifying uncertainty by modeling the conditional distribution without distributional assumptions. Our approach uses the highest-quantile (99th) model and the residual model from the median quantile. The 99th model primarily provides conservative bounds and protection against job underestimates, while the residual uncertainty model protects against unpredictable workloads by estimating prediction variance. In particular, the expected predicted error (i.e., uncertainty) from the residual model plays a critical role in our adaptive safety margin calculation. UARP adds a conservative prediction (99th quantile) and an additional safety margin from our formula, enabling our adaptive margin approach specifically tailored to each job\u2019s characteristics. Evaluation on four production HPC systems (SDSC DataStar, KIT FH2, ANL Interpid, KISTI NURION), UARP achieves 92\u201399% job success rates while maintaining resource utilization within 1\u20132% of EASY backfilling. Our method deploys with identical parameters across all systems. This parameter-free deployment eliminates the per-system tuning that fixed-margin approaches require. In addition, our approach integrates with existing schedulers through minimal modification, utilizing uncertainty-aware predictions to prevent timeout-based job termination and preserve system efficiency.<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('206','tp_abstract')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_206\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/link.springer.com\/article\/10.1007\/s11227-026-08422-8\" title=\"https:\/\/link.springer.com\/article\/10.1007\/s11227-026-08422-8\" target=\"_blank\">https:\/\/link.springer.com\/article\/10.1007\/s11227-026-08422-8<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('206','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">198.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \ubc15\uc601\uc9c4,;  \uc815\uc7ac\uc724,;  \uc548\uc131\ubc30,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('200','tp_links')\" style=\"cursor:pointer;\">\ub370\uc774\ud130 \ubd84\ubc30\uc640 \ud1b5\uc2e0 \ud328\ud134 \ucd5c\uc801\ud654\ub97c \ud1b5\ud55c \ub300\uaddc\ubaa8 \uadf8\ub798\ud504 \ud30c\ud2f0\uc154\ub2dd<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2026\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_200\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('200','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_200\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('200','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=54\" title=\"Show all publications which have a relationship to this tag\">graph<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_200\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Winter-Conference-2026,<br \/>\r\ntitle = {\ub370\uc774\ud130 \ubd84\ubc30\uc640 \ud1b5\uc2e0 \ud328\ud134 \ucd5c\uc801\ud654\ub97c \ud1b5\ud55c \ub300\uaddc\ubaa8 \uadf8\ub798\ud504 \ud30c\ud2f0\uc154\ub2dd},<br \/>\r\nauthor = {\ubc15\uc601\uc9c4 and \uc815\uc7ac\uc724 and \uc548\uc131\ubc30 and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738697},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-02-06},<br \/>\r\nurldate = {2026-02-06},<br \/>\r\nbooktitle = {2026\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {graph},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('200','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_200\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738697\" title=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738697\" target=\"_blank\">https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738697<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('200','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">197.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uae40\ubbfc\ucc3d,;  \uc724\ud0dc\uc601,;  \ucd94\ubbfc\uc194,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('201','tp_links')\" style=\"cursor:pointer;\">\ub300\uaddc\ubaa8 \uadf8\ub798\ud504 \ud30c\ud2f0\uc154\ub2dd\uc744 \uc704\ud55c Warp \ud611\ub825 \uae30\ubc18 \ub77c\ubca8 \uc804\ud30c \ucd5c\uc801\ud654<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2026\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_201\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('201','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_201\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('201','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=91\" title=\"Show all publications which have a relationship to this tag\">GPU<\/a>, <a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=54\" title=\"Show all publications which have a relationship to this tag\">graph<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_201\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Winter-Conference-2026b,<br \/>\r\ntitle = {\ub300\uaddc\ubaa8 \uadf8\ub798\ud504 \ud30c\ud2f0\uc154\ub2dd\uc744 \uc704\ud55c Warp \ud611\ub825 \uae30\ubc18 \ub77c\ubca8 \uc804\ud30c \ucd5c\uc801\ud654},<br \/>\r\nauthor = {\uae40\ubbfc\ucc3d and \uc724\ud0dc\uc601 and \ucd94\ubbfc\uc194 and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738696},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-02-06},<br \/>\r\nurldate = {2026-02-06},<br \/>\r\nbooktitle = {2026\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {GPU, graph},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('201','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_201\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738696\" title=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738696\" target=\"_blank\">https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738696<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('201','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">196.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uad8c\ub3c4\ud604,;  \ucd5c\uc9c0\ud5cc,;  \uc815\ud601\uc900,;  \uae40\uc601\ud6c8,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('202','tp_links')\" style=\"cursor:pointer;\">\ub85c\uadf8 \uad6c\uc870 \ubcd1\ud569 \ud2b8\ub9ac\uc640 \ubcf5\ud569 \uc9c8\uc758 \ucc98\ub9ac\ub97c \uc704\ud55c \ubcf4\uc870 \uc778\ub371\uc2a4 \uad6c\uc870 \ubc0f \uc218\ud589 \uc804\ub7b5 \ubd84\uc11d<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2026\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2026<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_202\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('202','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_202\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('202','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_202\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Winter-Conference-2026,<br \/>\r\ntitle = {\ub85c\uadf8 \uad6c\uc870 \ubcd1\ud569 \ud2b8\ub9ac\uc640 \ubcf5\ud569 \uc9c8\uc758 \ucc98\ub9ac\ub97c \uc704\ud55c \ubcf4\uc870 \uc778\ub371\uc2a4 \uad6c\uc870 \ubc0f \uc218\ud589 \uc804\ub7b5 \ubd84\uc11d},<br \/>\r\nauthor = {\uad8c\ub3c4\ud604 and \ucd5c\uc9c0\ud5cc and \uc815\ud601\uc900 and \uae40\uc601\ud6c8 and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738374},<br \/>\r\nyear  = {2026},<br \/>\r\ndate = {2026-02-06},<br \/>\r\nurldate = {2026-02-06},<br \/>\r\nbooktitle = {2026\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('202','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_202\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738374\" title=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738374\" target=\"_blank\">https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12738374<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('202','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3 class=\"tp_h3\" id=\"tp_h3_2025\">2025<\/h3>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">195.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uc815\ud601\uc900,;  \uc870\ucc2c\ud601,;  \ucd5c\uc9c0\ud5cc,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('203','tp_links')\" style=\"cursor:pointer;\">\uc790\uc728\uc8fc\ud589 \ub370\uc774\ud130\ub97c \uc704\ud55c \uc5f0\ud569\ud559\uc2b5 \uae30\ubc18 \ubd88\ud655\uc2e4\uc131 \uc0d8\ud50c\ub9c1 \ubca4\uce58\ub9c8\ud0b9 \uc5f0\uad6c<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ucd94\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_203\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('203','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_203\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('203','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=86\" title=\"Show all publications which have a relationship to this tag\">federated learning<\/a>, <a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=99\" title=\"Show all publications which have a relationship to this tag\">\uc790\uc728\uc8fc\ud589<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_203\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Autumn-Conference-2025,<br \/>\r\ntitle = {\uc790\uc728\uc8fc\ud589 \ub370\uc774\ud130\ub97c \uc704\ud55c \uc5f0\ud569\ud559\uc2b5 \uae30\ubc18 \ubd88\ud655\uc2e4\uc131 \uc0d8\ud50c\ub9c1 \ubca4\uce58\ub9c8\ud0b9 \uc5f0\uad6c},<br \/>\r\nauthor = {\uc815\ud601\uc900 and \uc870\ucc2c\ud601 and \ucd5c\uc9c0\ud5cc and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12567252},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-11-21},<br \/>\r\nurldate = {2025-11-21},<br \/>\r\nbooktitle = {2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ucd94\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {federated learning, \uc790\uc728\uc8fc\ud589},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('203','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_203\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12567252\" title=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12567252\" target=\"_blank\">https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12567252<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('203','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_article\">\n<div class=\"tp_pub_number\">194.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> Choi, Jiheon;  Oh, Sangyoon<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('198','tp_links')\" style=\"cursor:pointer;\">Lightweight Multi-Layered De-Identification Architecture: Secure Client Selection in Federated Learning<\/a> <span class=\"tp_pub_type tp_  article\">Journal Article<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">Journal of Systems Architecture, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_198\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('198','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_198\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('198','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_198\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@article{choi2025fedsecure,<br \/>\r\ntitle = {Lightweight Multi-Layered De-Identification Architecture: Secure Client Selection in Federated Learning},<br \/>\r\nauthor = {Jiheon Choi and Sangyoon Oh},<br \/>\r\nurl = {https:\/\/doi.org\/10.1016\/j.sysarc.2025.103569},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-09-04},<br \/>\r\nurldate = {2025-09-04},<br \/>\r\njournal = {Journal of Systems Architecture},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('198','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_198\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/doi.org\/10.1016\/j.sysarc.2025.103569\" title=\"https:\/\/doi.org\/10.1016\/j.sysarc.2025.103569\" target=\"_blank\">https:\/\/doi.org\/10.1016\/j.sysarc.2025.103569<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('198','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">193.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uc774\uc815\ud0dc,;  \uc815\uc7ac\uc724,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('199','tp_links')\" style=\"cursor:pointer;\">FSNS: \ub85c\ub80c\uce20 \uace1\uc120\uacfc \ub79c\ub4dc\ub9c8\ud06c\ub97c \uc0ac\uc6a9\ud55c \ube60\ub978 \uc2dc\ub4dc \ub178\ub4dc \uc120\ud0dd\uc790<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2025\ub144 \ud55c\uad6d\ucef4\ud4e8\ud130\uc815\ubcf4\ud559\ud68c \ud558\uacc4\ud559\uc220\ub300\ud68c \ub17c\ubb38\uc9d1 \uc81c33\uad8c 2\ud638, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_199\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('199','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_199\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('199','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=54\" title=\"Show all publications which have a relationship to this tag\">graph<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_199\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KSCI-Summer-Conference-2025,<br \/>\r\ntitle = {FSNS: \ub85c\ub80c\uce20 \uace1\uc120\uacfc \ub79c\ub4dc\ub9c8\ud06c\ub97c \uc0ac\uc6a9\ud55c \ube60\ub978 \uc2dc\ub4dc \ub178\ub4dc \uc120\ud0dd\uc790},<br \/>\r\nauthor = {\uc774\uc815\ud0dc and \uc815\uc7ac\uc724 and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12337678},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-07-01},<br \/>\r\nurldate = {2025-07-01},<br \/>\r\nbooktitle = {2025\ub144 \ud55c\uad6d\ucef4\ud4e8\ud130\uc815\ubcf4\ud559\ud68c \ud558\uacc4\ud559\uc220\ub300\ud68c \ub17c\ubb38\uc9d1 \uc81c33\uad8c 2\ud638},<br \/>\r\nkeywords = {graph},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('199','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_199\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12337678\" title=\"https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12337678\" target=\"_blank\">https:\/\/www.dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12337678<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('199','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">192.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uc591\ucc44\uc6d0,;  \ucd94\ubbfc\uc194,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\">\uc790\uc728\uc8fc\ud589 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uadf8\ub798\ud504 \ubaa8\ub378\ub9c1 \uae30\ubc18 \ucd5c\uc801 \uacbd\ub85c \ud0d0\uc0c9 \ubc29\ubc95 <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2025\ub144\ub3c4 \ud55c\uad6d\uc778\ud130\ub137\uc815\ubcf4\ud559\ud68c \ucd98\uacc4\ud559\uc220\ubc1c\ud45c\ub300\ud68c \ub17c\ubb38\uc9d1 \uc81c26\uad8c 1\ud638, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_197\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('197','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_197\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KSII-Spring-Conference-2025,<br \/>\r\ntitle = {\uc790\uc728\uc8fc\ud589 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uadf8\ub798\ud504 \ubaa8\ub378\ub9c1 \uae30\ubc18 \ucd5c\uc801 \uacbd\ub85c \ud0d0\uc0c9 \ubc29\ubc95},<br \/>\r\nauthor = {\uc591\ucc44\uc6d0 and \ucd94\ubbfc\uc194 and \uc624\uc0c1\uc724},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-04-24},<br \/>\r\nbooktitle = {2025\ub144\ub3c4 \ud55c\uad6d\uc778\ud130\ub137\uc815\ubcf4\ud559\ud68c \ucd98\uacc4\ud559\uc220\ubc1c\ud45c\ub300\ud68c \ub17c\ubb38\uc9d1 \uc81c26\uad8c 1\ud638},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('197','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">191.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> Choi, Jiheon;  Lee, Jaehyun;  Yoon, Taeyoung;  Choo, Minsol;  Kwon, Oh-Kyoung;  Oh, Sangyoon<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('190','tp_links')\" style=\"cursor:pointer;\">When HPC Scheduling Meets Active Learning: Maximizing The Performance with Minimal Data<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">The International Conference on High Performance Computing in Asia-Pacific Region (HPC Asia 2025), <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_190\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('190','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_190\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('190','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_190\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{choi-hpc-active,<br \/>\r\ntitle = {When HPC Scheduling Meets Active Learning: Maximizing The Performance with Minimal Data},<br \/>\r\nauthor = {Jiheon Choi and Jaehyun Lee and Taeyoung Yoon and Minsol Choo and Oh-Kyoung Kwon and Sangyoon Oh},<br \/>\r\nurl = {https:\/\/dl.acm.org\/doi\/full\/10.1145\/3712031.3712334},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-02-20},<br \/>\r\nurldate = {2025-02-20},<br \/>\r\nbooktitle = {The International Conference on High Performance Computing in Asia-Pacific Region (HPC Asia 2025)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('190','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_190\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dl.acm.org\/doi\/full\/10.1145\/3712031.3712334\" title=\"https:\/\/dl.acm.org\/doi\/full\/10.1145\/3712031.3712334\" target=\"_blank\">https:\/\/dl.acm.org\/doi\/full\/10.1145\/3712031.3712334<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('190','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">190.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \ucd94\ubbfc\uc194,;  \uc724\ud0dc\uc601,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('191','tp_links')\" style=\"cursor:pointer;\">\u1103\u1161\u110c\u116e\u11bc \u1106\u1169\u11a8\ud45c \u110e\u116c\u110c\u1165\u11a8\u1112\u116a\u1105\u1173\u11af \u110b\u1171\u1112\u1161\u11ab Autotuning \u1111\u1173\u1105\u1166\u110b\u1175\u11b7\u110b\u116f\u110f\u1173 \u1107\u1166\u11ab\u110e\u1175\u1106\u1161\ud06c<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_191\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('191','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_191\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('191','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_191\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Winter-Conference-2025,<br \/>\r\ntitle = {\u1103\u1161\u110c\u116e\u11bc \u1106\u1169\u11a8\ud45c \u110e\u116c\u110c\u1165\u11a8\u1112\u116a\u1105\u1173\u11af \u110b\u1171\u1112\u1161\u11ab Autotuning \u1111\u1173\u1105\u1166\u110b\u1175\u11b7\u110b\u116f\u110f\u1173 \u1107\u1166\u11ab\u110e\u1175\u1106\u1161\ud06c},<br \/>\r\nauthor = {\ucd94\ubbfc\uc194 and \uc724\ud0dc\uc601 and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132445},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-02-06},<br \/>\r\nurldate = {2025-02-06},<br \/>\r\nbooktitle = {2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('191','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_191\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132445\" title=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132445\" target=\"_blank\">https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132445<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('191','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">189.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uc724\uc11d\ud604,;  \uc815\uc7ac\uc724,;  \uc548\uc131\ubc30,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('192','tp_links')\" style=\"cursor:pointer;\">\ud6a8\uc728\uc801 \ub3d9\uc801\uadf8\ub798\ud504 \ucc98\ub9ac\ub97c \uc704\ud55c \uc911\uc694\ub3c4 \uae30\ubc18 Event \uc120\ubcc4 \uae30\ubc95<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_192\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('192','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_192\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('192','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><a rel=\"nofollow\" href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;tgid=54\" title=\"Show all publications which have a relationship to this tag\">graph<\/a><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_192\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Winter-Conference-2025,<br \/>\r\ntitle = {\ud6a8\uc728\uc801 \ub3d9\uc801\uadf8\ub798\ud504 \ucc98\ub9ac\ub97c \uc704\ud55c \uc911\uc694\ub3c4 \uae30\ubc18 Event \uc120\ubcc4 \uae30\ubc95},<br \/>\r\nauthor = {\uc724\uc11d\ud604 and \uc815\uc7ac\uc724 and \uc548\uc131\ubc30 and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132829},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-02-06},<br \/>\r\nurldate = {2025-02-06},<br \/>\r\nbooktitle = {2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {graph},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('192','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_192\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132829\" title=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132829\" target=\"_blank\">https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132829<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('192','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">188.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \uc774\uc7ac\ud604,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('194','tp_links')\" style=\"cursor:pointer;\">HPC\ub97c \uc704\ud55c \uacf5\uc720 \ub370\uc774\ud130 \ub808\ud3ec\uc9c0\ud1a0\ub9ac: \ud1b5\uc2e0 \ud504\ub85c\ud1a0\ucf5c\uacfc \ub370\uc774\ud130 \ubca0\uc774\uc2a4 \uc870\ud569\uc758 \ucc98\ub9ac\ub7c9 \ubd84\uc11d<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_194\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('194','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_194\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('194','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_194\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Winter-Conference-2025,<br \/>\r\ntitle = {HPC\ub97c \uc704\ud55c \uacf5\uc720 \ub370\uc774\ud130 \ub808\ud3ec\uc9c0\ud1a0\ub9ac: \ud1b5\uc2e0 \ud504\ub85c\ud1a0\ucf5c\uacfc \ub370\uc774\ud130 \ubca0\uc774\uc2a4 \uc870\ud569\uc758 \ucc98\ub9ac\ub7c9 \ubd84\uc11d},<br \/>\r\nauthor = {\uc774\uc7ac\ud604 and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132830},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-02-06},<br \/>\r\nurldate = {2025-02-06},<br \/>\r\nbooktitle = {2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('194','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_194\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132830\" title=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132830\" target=\"_blank\">https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132830<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('194','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tp_publication tp_publication_conference\">\n<div class=\"tp_pub_number\">187.<\/div>\n<div class=\"tp_pub_info\">\n<p class=\"tp_pub_author\"> \ucd5c\uc9c0\ud5cc,;  \uc624\uc0c1\uc724,<\/p>\n<p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('196','tp_links')\" style=\"cursor:pointer;\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 RAG \uc2dc\uc2a4\ud15c\uc758 \ubca1\ud130 \uc778\ub371\uc2f1 \ud655\uc7a5\uc131<\/a> <span class=\"tp_pub_type tp_  conference\">Conference<\/span> <\/p>\n<p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_booktitle\">2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c, <\/span><span class=\"tp_pub_additional_year\">2025<\/span>.<\/p>\n<p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_196\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('196','tp_links')\" title=\"Show links and resources\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_196\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('196','tp_bibtex')\" title=\"Show BibTeX entry\" style=\"cursor:pointer;\">BibTeX<\/a><\/span> | <span class=\"tp_pub_tags_label\">\ud0dc\uadf8: <\/span><\/p>\n<div class=\"tp_bibtex\" id=\"tp_bibtex_196\" style=\"display:none;\">\n<div class=\"tp_bibtex_entry\">\n<pre>@conference{KICS-Winter-Conference-2025,<br \/>\r\ntitle = {\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 RAG \uc2dc\uc2a4\ud15c\uc758 \ubca1\ud130 \uc778\ub371\uc2f1 \ud655\uc7a5\uc131},<br \/>\r\nauthor = {\ucd5c\uc9c0\ud5cc and \uc624\uc0c1\uc724},<br \/>\r\nurl = {https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132022},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-02-06},<br \/>\r\nurldate = {2025-02-06},<br \/>\r\nbooktitle = {2025\ub144\ub3c4 \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c \ub3d9\uacc4\uc885\ud569\ud559\uc220\ubc1c\ud45c\ud68c, \ud55c\uad6d\ud1b5\uc2e0\ud559\ud68c},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {conference}<br \/>\r\n}<br \/>\r\n<\/pre>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('196','tp_bibtex')\">Close<\/a><\/p>\n<\/div>\n<div class=\"tp_links\" id=\"tp_links_196\" style=\"display:none;\">\n<div class=\"tp_links_entry\">\n<ul class=\"tp_pub_list\">\n<li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132022\" title=\"https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132022\" target=\"_blank\">https:\/\/dbpia.co.kr\/journal\/articleDetail?nodeId=NODE12132022<\/a><\/li>\n<\/ul>\n<\/div>\n<p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('196','tp_links')\">Close<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"tablenav\">\n<div class=\"tablenav-pages\"><span class=\"displaying-num\">206 entries<\/span> <a class=\"page-numbers button disabled\">&laquo;<\/a> <a class=\"page-numbers button disabled\">&lsaquo;<\/a> 1 of 11 <a href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;limit=2&amp;tgid=&amp;yr=&amp;type=&amp;usr=&amp;auth=&amp;tsr=\" title=\"next page\" class=\"page-numbers button\">&rsaquo;<\/a> <a href=\"https:\/\/wise.ajou.ac.kr\/?page_id=807&amp;limit=11&amp;tgid=&amp;yr=&amp;type=&amp;usr=&amp;auth=&amp;tsr=\" title=\"last page\" class=\"page-numbers button\">&raquo;<\/a> <\/div>\n<\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"","footnotes":""},"class_list":["post-807","page","type-page","status-publish","hentry"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"twentyseventeen-featured-image":false,"twentyseventeen-thumbnail-avatar":false},"uagb_author_info":{"display_name":"wise","author_link":"https:\/\/wise.ajou.ac.kr\/?author=1"},"uagb_comment_info":0,"uagb_excerpt":null,"_links":{"self":[{"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/807","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=807"}],"version-history":[{"count":43,"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/807\/revisions"}],"predecessor-version":[{"id":3099,"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/807\/revisions\/3099"}],"wp:attachment":[{"href":"https:\/\/wise.ajou.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=807"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}