Chi Jin - Game Theory & MARL

Game Theory and Multiagent Learning

(α-β order) denotes alphabetical ordering, * denotes equal contribution.

Is Elo Rating Reliable? A Study Under Model Misspecification [arXiv]

A Deep Reinforcement Learning Approach for Finding Non-Exploitable Strategies in Two-Player Atari Games [arXiv]

Securing Equal Share: A Principled Approach for Learning Multiplayer Symmetric Games [arXiv]

FightLadder: A Benchmark for Competitive Multi-Agent Reinforcement Learning [arXiv]

V-Learning -- A Simple, Efficient, Decentralized Algorithm for Multiagent RL [arXiv]

Breaking the Curse of Multiagency: Provably Efficient Decentralized Multi-Agent RL with Function Approximation [arXiv]

Learning Rationalizable Equilibria in Multiplayer Games [arXiv]

Representation Learning for Low-rank General-sum Markov Games [arXiv]

Sample-Efficient Reinforcement Learning of Partially Observable Markov Games [arXiv]

Efficient Φ-Regret Minimization in Extensive-Form Games via Online Mirror Descent [arXiv]

Learning Markov Games with Adversarial Opponents: Efficient Algorithms and Fundamental Limits [arXiv]

Near-Optimal Learning of Extensive-Form Games with Imperfect Information. [arXiv]

The Power of Exploiter: Provable Multi-Agent RL in Large State Spaces [arXiv]

Sample-Efficient Learning of Stackelberg Equilibria in General-Sum Games [arXiv]

A Sharp Analysis of Model-based Reinforcement Learning with Self-Play [arXiv]

Near-Optimal Reinforcement Learning with Self-Play [arXiv]

Provable Self-Play Algorithms for Competitive Reinforcement Learning [arXiv]

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