Nesterov acceleration in benignly non-convex landscapesInternational Conference on Learning Representations (ICLR), 2024 |
Accelerated stochastic approximation with state-dependent noiseMathematical programming (Math. Program.), 2023 |
Adaptive Step-Size Methods for Compressed SGDIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 |
Nesterov Accelerated Shuffling Gradient Method for Convex OptimizationInternational Conference on Machine Learning (ICML), 2022 |
An Even More Optimal Stochastic Optimization Algorithm: Minibatching and
Interpolation LearningNeural Information Processing Systems (NeurIPS), 2021 |
A Unified Analysis of First-Order Methods for Smooth Games via Integral
Quadratic ConstraintsJournal of machine learning research (JMLR), 2020 |
Painless Stochastic Gradient: Interpolation, Line-Search, and
Convergence RatesNeural Information Processing Systems (NeurIPS), 2019 |