 Exploiting Local Convergence of Quasi-Newton Methods Globally: Adaptive
Sample Size ApproachNeural Information Processing Systems (NeurIPS), 2021 |
 Constrained and Composite Optimization via Adaptive Sampling MethodsIMA Journal of Numerical Analysis (IMA J. Numer. Anal.), 2020 |
 Straggler-Resilient Federated Learning: Leveraging the Interplay Between
Statistical Accuracy and System HeterogeneityIEEE Journal on Selected Areas in Information Theory (JSAIT), 2020 |
 Hybrid Stochastic-Deterministic Minibatch Proximal Gradient:
Less-Than-Single-Pass Optimization with Nearly Optimal GeneralizationInternational Conference on Machine Learning (ICML), 2020 |
