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05/21/2023
Markov α-Potential Games: Equilibrium Approximation and Regret Analysis
This paper proposes a new framework to study multi-agent interaction in ...
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02/02/2023
Convergent First-Order Methods for Bi-level Optimization and Stackelberg Games
We propose an algorithm to solve a class of bi-level optimization proble...
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10/21/2022
Competing Bandits in Time Varying Matching Markets
We study the problem of online learning in two-sided non-stationary matc...
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06/06/2022
Decentralized, Communication- and Coordination-free Learning in Structured Matching Markets
We study the problem of online learning in competitive settings in the c...
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05/29/2022
Independent and Decentralized Learning in Markov Potential Games
We propose a multi-agent reinforcement learning dynamics, and analyze it...
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04/12/2022
Inducing Social Optimality in Games via Adaptive Incentive Design
How can a social planner adaptively incentivize selfish agents who are l...
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10/17/2021
Dynamic Tolling for Inducing Socially Optimal Traffic Loads
How to design tolls that induce socially optimal traffic loads with dyna...
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06/16/2021