Reliable Learning of Halfspaces under Gaussian MarginalsNeural Information Processing Systems (NeurIPS), 2024 |
Learning Intersections of Halfspaces with Distribution Shift: Improved
Algorithms and SQ Lower BoundsAnnual Conference Computational Learning Theory (COLT), 2024 |
A Learning Based Hypothesis Test for Harmful Covariate ShiftInternational Conference on Learning Representations (ICLR), 2022 |
Is Out-of-Distribution Detection Learnable?Neural Information Processing Systems (NeurIPS), 2022 |
Planting Undetectable Backdoors in Machine Learning ModelsIEEE Annual Symposium on Foundations of Computer Science (FOCS), 2022 |