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20242026
most citedAn Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification

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math.AP2025

Guaranteeing Higher Order Convergence Rates for Accelerated Wasserstein Gradient Flow Schemes

Raymond Chu, Matt Jacobs

In this paper, we study higher-order-accurate-in-time minimizing movements schemes for Wasserstein gradient flows. We introduce a novel accelerated second-order scheme, leveraging…

math.OC2025

Asymptotic Linear Convergence of ADMM for Isotropic TV Norm Compressed Sensing

Emmanuel Gil Torres, Matt Jacobs, Xiangxiong Zhang

We prove an explicit local linear rate for ADMM solving the isotropic Total Variation (TV) norm compressed sensing problem in multiple dimensions, by analyzing the auxiliary variab…