Beyond Worst-Case Online Classification: VC-Based Regret Bounds for Relaxed BenchmarksAnnual Conference Computational Learning Theory (COLT), 2025 |
On the Computability of Robust PAC LearningAnnual Conference Computational Learning Theory (COLT), 2024 |
Robust optimization for adversarial learning with finite sample
complexity guaranteesIEEE Conference on Decision and Control (CDC), 2024 |
On Proper Learnability between Average- and Worst-case RobustnessNeural Information Processing Systems (NeurIPS), 2022 |
Robust Empirical Risk Minimization with ToleranceInternational Conference on Algorithmic Learning Theory (ALT), 2022 |
A Characterization of Semi-Supervised Adversarially-Robust PAC
LearnabilityNeural Information Processing Systems (NeurIPS), 2022 |