1. Beyond Accurate Graph Neural Networks Open Access Author: Tang, Xianfeng Title: Beyond Accurate Graph Neural Networks Graduate Program: Information Sciences and Technology Keywords: Machine LearningData MiningGraph DataGraph Neural NetworksAdversarial AttackRobustnessFairnessExplainable Machine LearningDeep Learning File: Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf Committee Members: Prasenjit Mitra, Dissertation Advisor/Co-AdvisorPrasenjit Mitra, Committee Chair/Co-ChairSuhang Wang, Committee Chair/Co-ChairXiang Zhang, Committee MemberWang-Chien Lee, Outside MemberMary Beth Rosson, Program Head/ChairSuhang Wang, Dissertation Advisor/Co-Advisor
2. Learning to Learn with Structured Knowledge Open Access Author: Yao, Huaxiu Title: Learning to Learn with Structured Knowledge Graduate Program: Information Sciences and Technology Keywords: Machine LearningData MiningDeep LearningMeta-learningRelation LearningFew-shot Learning File: Download PhD_Dissertation_Huaxiu.pdf Committee Members: Zhenhui Li, Dissertation Advisor/Co-AdvisorZhenhui Li, Committee Chair/Co-ChairSuhang Wang, Committee MemberXiang Zhang, Committee MemberLingzhou Xue, Outside MemberMary Beth Rosson, Program Head/Chair
3. Link Prediction on Heterophilic Graphs via Disentangled Representation Learning Open Access Author: Zhou, Shijie Title: Link Prediction on Heterophilic Graphs via Disentangled Representation Learning Graduate Program: Informatics (MS) Keywords: Graph LearningHeterophilic GraphDisentangled Representation LearningMachine Learning File: Download Shijie_Zhou_thesis.pdf Committee Members: Suhang Wang, Thesis Advisor/Co-AdvisorDongwon Lee, Committee MemberJeffrey Bardzell, Program Head/ChairXiang Zhang, Committee Member
4. Towards Sample Efficiency in Deep Learning Open Access Author: Jenkins, Porter Title: Towards Sample Efficiency in Deep Learning Graduate Program: Information Sciences and Technology Keywords: Deep LearningMachine LearningBayesianRepresentation Learning File: Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf Committee Members: Jessie Li, Dissertation Advisor/Co-AdvisorJessie Li, Committee Chair/Co-ChairSuhang Wang, Committee MemberZihan Zhou, Committee MemberEphraim Mont Hanks, Outside MemberVasant Gajanan Honavar, Program Head/Chair