183 citations · 474 across the 30 of their papers we have counts for
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math.OC2021
Monotone Inclusions, Acceleration and Closed-Loop Control
Tianyi Lin, Michael. I. Jordan
We propose and analyze a new dynamical system with a closed-loop control law in a Hilbert space , aiming to shed light on the acceleration phenomenon for \textit{monot…
cs.LG2021★ 6 cited
Fast Distributionally Robust Learning with Variance Reduced Min-Max Optimization
Yaodong Yu, Tianyi Lin, Eric Mazumdar +1
Distributionally robust supervised learning (DRSL) is emerging as a key paradigm for building reliable machine learning systems for real-world applications -- reflecting the need f…
cs.LG2021
A Variational Inequality Approach to Bayesian Regression Games
Wenshuo Guo, Michael I. Jordan, Tianyi Lin
Bayesian regression games are a special class of two-player general-sum Bayesian games in which the learner is partially informed about the adversary's objective through a Bayesian…