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Chinmay Maheshwari

2 accepted papers

2022

Decentralized, Communication- and Coordination-free Learning in Structured Matching Markets

NeurIPS 2022accept

We study the problem of online learning in competitive settings in the context of two-sided matching markets. In particular, one side of the market, the agents, must learn about their preferences over the other side, the firms, through repeated interaction while competing with other agents for succe…

Cited by 19SourcePDFScholar
2022

Zeroth-Order Methods for Convex-Concave Min-max Problems: Applications to Decision-Dependent Risk Minimization

AISTATS 2022poster

Min-max optimization is emerging as a key framework for analyzing problems of robustness to strategically and adversarially generated data. We propose the random reshuffling-based gradient-free Optimistic Gradient Descent-Ascent algorithm for solving convex-concave min-max problems with finite sum s…

Cited by 22SourcePDFScholar