1. Adversarial Attacks and Representation Learning for Graph-structured Data Open Access Author: Sun, Yiwei Title: Adversarial Attacks and Representation Learning for Graph-structured Data Graduate Program: Computer Science and Engineering Keywords: Adversarial AttacksGraph MiningGraph Representation Learning File: Download YiweiSunThesis_update.pdf Committee Members: Vasant Gajanan Honavar, Dissertation Advisor/Co-AdvisorSuhang Wang, Dissertation Advisor/Co-AdvisorSencun Zhu, Committee MemberKamesh Madduri, Committee MemberSoundar Rajan Tirupatikumara, Outside MemberChitaranjan Das, Program Head/ChairVasant Gajanan Honavar, Committee Chair/Co-Chair
2. Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks Open Access Author: Schuessler, Joseph Title: Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks Graduate Program: Electrical Engineering Keywords: Adversarial AttacksData PoisoningRecurrent Neural NetworksLSTMDeep LearningMachine Learning File: Download SchuesslerThesis.pdf Committee Members: Kultegin Aydin, Program Head/ChairDavid Jonathan Miller, Thesis Advisor/Co-AdvisorGeorge Kesidis, Committee MemberCarina Pamela Curto, Committee Member
3. Adversarial Policy Training against Deep Reinforcement Learning. Open Access Author: Wu, Xian Title: Adversarial Policy Training against Deep Reinforcement Learning. Graduate Program: Informatics Keywords: Reinforcement LearningAdversarial Attacks File: Download Xian_Wu_master.pdf Committee Members: Xinyu Xing, Thesis Advisor/Co-AdvisorTing Wang, Committee MemberMary Beth Rosson, Program Head/ChairLinhai Song, Committee Member
4. Finding Equilibrium in Adversarial Machine Learning - Intrinsic Trade-offs between the Robustness and Accuracy or Classifiers and Feature Extractors Restricted (Penn State Only) Author: Roy, Parama Title: Finding Equilibrium in Adversarial Machine Learning - Intrinsic Trade-offs between the Robustness and Accuracy or Classifiers and Feature Extractors Graduate Program: Electrical Engineering Keywords: Machine LearningLinear ProgrammingAdversarial AttacksRobustnessOptimal TransportCVXOPT File: Login to Download Committee Members: Daniel Cullina, Thesis Advisor/Co-AdvisorSwaroop Ghosh, Committee MemberMadhavan Swaminathan, Program Head/Chair