Target-based Surrogates for Stochastic OptimizationInternational Conference on Machine Learning (ICML), 2023 |
Uniform Stability for First-Order Empirical Risk MinimizationAnnual Conference Computational Learning Theory (COLT), 2022 |
Acceleration via Fractal Learning Rate SchedulesInternational Conference on Machine Learning (ICML), 2021 |
Algorithmic Instabilities of Accelerated Gradient DescentNeural Information Processing Systems (NeurIPS), 2021 |
Progressive Compressed Records: Taking a Byte out of Deep Learning DataProceedings of the VLDB Endowment (PVLDB), 2019 |