{"id":295,"date":"2025-03-06T14:45:50","date_gmt":"2025-03-06T14:45:50","guid":{"rendered":"https:\/\/services.conferences.computer.org\/2026\/?page_id=295"},"modified":"2026-07-04T07:06:39","modified_gmt":"2026-07-04T07:06:39","slug":"icws-symposium-graph-data-mining-for-services","status":"publish","type":"page","link":"https:\/\/services.conferences.computer.org\/2026\/icws-symposium-graph-data-mining-for-services\/","title":{"rendered":"workshop on AI- and Graph-Driven Adaptive Services (AIGraph4Services 2026)"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"295\" class=\"elementor elementor-295\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11103f4b e-flex e-con-boxed e-con e-parent\" data-id=\"11103f4b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-60be552c e-con-full e-flex e-con e-child\" data-id=\"60be552c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-220aaefb elementor-widget elementor-widget-text-editor\" data-id=\"220aaefb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><strong>Part of the 2026 IEEE World Congress on SERVICES<\/strong><\/h5><h5><strong>July 13-18<\/strong><br \/><strong>Sydney, Australia<\/strong><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-691ff9e4 elementor-button-info elementor-align-center elementor-widget elementor-widget-button\" data-id=\"691ff9e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/services.conferences.computer.org\/2026\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Home<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-127c6b7e elementor-button-info elementor-align-center elementor-widget elementor-widget-button\" data-id=\"127c6b7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/krazisor.github.io\/AIG4S2026\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Call for Papers<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b0c8c5 elementor-button-info elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1b0c8c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/services.conferences.computer.org\/2026\/icws-symposium-graph-data-mining-for-services\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">AIGaph4Services Program<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43cead90 elementor-button-info elementor-align-center elementor-widget elementor-widget-button\" data-id=\"43cead90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/services.conferences.computer.org\/2026\/workshop-on-ai-and-graph-driven-adaptive-services\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">AIGraph4Services Organizers<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6bab71d6 e-con-full e-flex e-con e-child\" data-id=\"6bab71d6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19b57a3f elementor-widget elementor-widget-heading\" data-id=\"19b57a3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Workshop AIGraph4Services - Program\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34a4a7c e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"34a4a7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"55200380\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-552003801\" data-tab-title-id=\"e-n-tab-title-552003801\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-552003801\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tJuly 13\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-552003801\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-552003801\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-f90f70c e-con-full e-flex e-con e-child\" data-id=\"f90f70c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5812068 e-flex e-con-boxed e-con e-child\" data-id=\"5812068\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-443ffc5 elementor-widget elementor-widget-text-editor\" data-id=\"443ffc5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><b style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji'\">CWS-AIG4S-S1<br \/><\/b><b style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji'\">9:00 &#8211; 10:10<br \/><\/b><b style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji'\">Room: 205<br \/><\/b><b style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji'\">Session Chair: Guohao Sun, Donghua University<br \/><\/b><b style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji'\">Welcome from the Chairs<br \/><\/b><\/div><div><ul><li><em>Keynote: Cross-Domain Recommendation: Disentanglement, Deconfounding, and Invariance<br \/><\/em><em>Yan Wang, Macquarie University, AUS<br \/><br \/><\/em><\/li><\/ul><\/div><p><b>CWS-AIG4S-S2: <\/b><b>AI and Graph for Edge Services<br \/><\/b><b>10:40 &#8211; 11:50<br \/><\/b><b>Room: 205<br \/><\/b><b>Session Chair: Shuang Wang, Southeast University<\/b><\/p><ul><li><em>ICWS_WKP_74: LQSOA: Lyapunov-based Queue-Stable Offloading Algorithm for Multi-UAVs in Mobile Edge Computing<br \/><\/em><em><em>Yiyang Niu, Guangrui Liu and Xia Zhu<\/em><\/em><\/li><li><em>ICWS_WKP_84: Adaptive Scheduling with Dynamic Heterogeneous Graphs for Intelligent Cloud-Edge Computing Services<br \/><\/em><em><em>Jianhai Chen and Jia Wang<\/em><\/em><\/li><li><em>ICWS_WKP_88: AI Empowering Highly Reliable Serverless Edge: A Systematic Review<br \/><\/em><em>Yanjun Shu, Zhuangyu Ma, Tianyu Luo, Yanming Jiang, Min Li and Wei Emma Zhang<\/em><\/li><\/ul><p><b>\u00a0<\/b><\/p><p><b>CWS-AIG4S-S3: <\/b><b>AI and Graph for Web Services<br \/><\/b><b>14:00 &#8211; 15:10<br \/><\/b><b>Room: 205<br \/><\/b><b>Session Chair: Yanjun Shu, Harbin Institute of Technology<\/b><\/p><ul><li><em>ICWS_WKP_68: Efficient Partition-Based Subgraph Matching for Web Service<br \/><\/em><em><em>Huang Hunan, Guohao Sun, Ge Zhang, Xiu Susie Fang and Jinhu Lu<\/em><\/em><p>\u00a0<\/p><\/li><li><em>ICWS_WKP_78: QoS-Aware Prefix Orchestration for Geo-Distributed LLM-as-a-Service<br \/><\/em><em><em>Zhangyang Ge and Long Chen<\/em><\/em><p>\u00a0<\/p><\/li><li><em>ICWS_WKP_89: FTAKG: An Adaptive Fine-Tuning Multi-Agent System for Domain-Specific LLM Based on Knowledge Graph<br \/><\/em><em>Longyao Zhang, Yanjun Shu, Hanzhi Xu, Hua Nie, Haibin Xu, Decheng Zuo, Yi Feng and Dongxin Wen<\/em><\/li><\/ul><p><b>\u00a0<\/b><\/p><p><b>CWS-AIG4S-S4: <\/b><b>AI-Driven Cloud Service Optimization and Resource Management<br \/><\/b><b>15:40 &#8211; 16:50<br \/><\/b><b>Room: 205<br \/><\/b><b>Session Chair: Guohao Sun, Donghua University<\/b><\/p><ul><li><em>ICWS_WKP_83: ECGNet: A Balance-aware Multivariate Workload Predictor for Microservice Applications<br \/><\/em><em><em>Yamin Lei, Tianxing Wu, Zhicheng Cai and Shuang Wang<\/em><\/em><p>\u00a0<\/p><\/li><li><em>ICWS_WKP_90: EcoFlow: Cost-Aware LLM Serving on Heterogeneous GPUs via Min-Cost Max-Flow<br \/><\/em><em>Fengkai Jiang, Fulu Kou, Jinquan Zhang, Rui Yang and Shujie Pang<\/em><\/li><\/ul>\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\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-38e1749c e-flex e-con-boxed e-con e-parent\" data-id=\"38e1749c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Part of the 2026 IEEE World Congress on SERVICES July 13-18Sydney, Australia Home Call for Papers AIGaph4Services Program AIGraph4Services Organizers Workshop AIGraph4Services &#8211; Program July 13 CWS-AIG4S-S19:00 &#8211; 10:10Room: 205Session Chair: Guohao Sun, Donghua UniversityWelcome from the Chairs Keynote: Cross-Domain Recommendation: Disentanglement, Deconfounding, and InvarianceYan Wang, Macquarie University, AUS CWS-AIG4S-S2: AI and Graph for Edge [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-295","page","type-page","status-publish","hentry"],"featured_image_src":null,"featured_image_src_square":null,"_links":{"self":[{"href":"https:\/\/services.conferences.computer.org\/2026\/wp-json\/wp\/v2\/pages\/295","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/services.conferences.computer.org\/2026\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/services.conferences.computer.org\/2026\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/services.conferences.computer.org\/2026\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/services.conferences.computer.org\/2026\/wp-json\/wp\/v2\/comments?post=295"}],"version-history":[{"count":0,"href":"https:\/\/services.conferences.computer.org\/2026\/wp-json\/wp\/v2\/pages\/295\/revisions"}],"wp:attachment":[{"href":"https:\/\/services.conferences.computer.org\/2026\/wp-json\/wp\/v2\/media?parent=295"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}