Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and RejectionInternational Conference on Machine Learning (ICML), 2023 |
Cross-Entropy Loss Functions: Theoretical Analysis and ApplicationsInternational Conference on Machine Learning (ICML), 2023 |
Robust Empirical Risk Minimization with ToleranceInternational Conference on Algorithmic Learning Theory (ALT), 2022 |
Adversarially Robust Learning: A Generic Minimax Optimal Learner and
CharacterizationNeural Information Processing Systems (NeurIPS), 2022 |
Adversarially Robust PAC Learnability of Real-Valued FunctionsInternational Conference on Machine Learning (ICML), 2022 |
Adversarially Robust Learning with ToleranceInternational Conference on Algorithmic Learning Theory (ALT), 2022 |
Self-Training: A SurveyNeurocomputing (Neurocomputing), 2022 |
A Characterization of Semi-Supervised Adversarially-Robust PAC
LearnabilityNeural Information Processing Systems (NeurIPS), 2022 |