Introductory Lectures on Stochastic Optimization

von Duchi, John C.
Veröffentlicht in Park City Mathematics Institute (26. : 2016 : Midway, Utah) The mathematics of data (2018)

NECESSARY AND SUFFICIENT GEOMETRIES FOR GRADIENT METHODS

von Levy, Daniel
Veröffentlicht in NeurIPS (33. : 2019 : Vancouver, British Columbia) 32nd Conference on Neural Information Processing Systems (NeurIPS 2019) ; Volume 15 of 20 (2020)

INSTANCE-OPTIMALITY IN DIFFERENTIAL PRIVACY VIA APPROXIMATE INVERSE SENSITIVITY MECHANISMS

von Asi, Hilal
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 17 of 27 (2021)

Adapting to function difficulty and growth conditions in private optimization

von Asi, Hilal
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 23 of 36 (2022)

Statistics of robust optimization : a generalized empirical likelihood approach

von Duchi, John C.
Veröffentlicht in Mathematics of operations research (2021)

MINIBATCH STOCHASTIC APPROXIMATE PROXIMAL POINT METHODS

von Asi, Hilal
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 27 of 27 (2021)

Large-Scale Methods for Distributionally Robust Optimization

von Levy, Daniel
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 11 of 27 (2021)

Conic Descent and its Application to Memory-efficient Optimization over Positive Semidefinite Matrices

von Duchi, John C
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 11 of 27 (2021)

˜Theœ mathematics of data

Veröffentlicht 2018

NEURAL BRIDGE SAMPLING FOR EVALUATING SAFETY-CRITICAL AUTONOMOUS SYSTEMS

von Sinha, Aman
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 8 of 27 (2021)

Subspace Recovery from Heterogeneous Data with Non-isotropic Noise

von Duchi, John C
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 8 of 50 (2023)

UNLABELED DATA IMPROVES ADVERSARIAL ROBUSTNESS

von Carmon, Yair
Veröffentlicht in NeurIPS (33. : 2019 : Vancouver, British Columbia) 32nd Conference on Neural Information Processing Systems (NeurIPS 2019) ; Volume 15 of 20 (2020)

The mathematics of data

Veröffentlicht 2018