LEARNING MODELS WITH UNIFORM PERFORMANCE VIA DISTRIBUTIONALLY ROBUST OPTIMIZATION von Duchi, John C., Namkoong, Hongseok

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Minimax Optimal Procedures for Locally Private Estimation von Duchi, John C., Jordan, Michael I., Wainwright, Martin J.

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The importance of better models in stochastic optimization von Asi, Hilal, Duchi, John C.

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Statistics of Robust Optimization: A Generalized Empirical Likelihood Approach von Duchi, John C., Glynn, Peter W., Namkoong, Hongseok

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Distributionally Robust Losses for Latent Covariate Mixtures von Duchi, John, Hashimoto, Tatsunori, Namkoong, Hongseok

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Lower bounds for finding stationary points I von Carmon, Yair, Duchi, John C., Hinder, Oliver, Sidford, Aaron

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Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling von Duchi, J. C., Agarwal, A., Wainwright, M. J.

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ASYMPTOTIC OPTIMALITY IN STOCHASTIC OPTIMIZATION von Duchi, John C., Ruan, Feng

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Lower bounds for finding stationary points II: first-order methods von Carmon, Yair, Duchi, John C., Hinder, Oliver, Sidford, Aaron

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Robust Validation: Confident Predictions Even When Distributions Shift von Cauchois, Maxime, Gupta, Suyash, Ali, Alnur, Duchi, John C.

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The right complexity measure in locally private estimation: It is not the Fisher information von Duchi, John C., Ruan, Feng

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Privacy Aware Learning von Duchi, John C, Jordan, Michael I, Wainwright, Martin J

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Lower bounds for non-convex stochastic optimization von Arjevani, Yossi, Carmon, Yair, Duchi, John C., Foster, Dylan J., Srebro, Nathan, Woodworth, Blake

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Randomized Smoothing for Stochastic Optimization von Duchi, John C., Bartlett, Peter L., Wainwright, Martin J.

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Mean Estimation From One-Bit Measurements von Kipnis, Alon, Duchi, John C.

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Accelerated Methods for NonConvex Optimization von Carmon, Yair, Duchi, John C., Hinder, Oliver, Sidford, Aaron

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The Generalization Ability of Online Algorithms for Dependent Data von Agarwal, A., Duchi, J. C.

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Stochastic (Approximate) Proximal Point Methods: Convergence, Optimality, and Adaptivity von Asi, Hilal, Duchi, John C.

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Stochastic Methods for Composite and Weakly Convex Optimization Problems von Duchi, John C., Ruan, Feng

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Ergodic Mirror Descent von Duchi, John C., Agarwal, Alekh, Johansson, Mikael, Jordan, Michael I.

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