Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices

Jiin Woo; Laixi Shi; Gauri Joshi; Yuejie Chi

2024 ICML ICML 2024

Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Reinforcement Learning

Authors

Jiin Woo, Laixi Shi, Gauri Joshi, Yuejie Chi

Topics

Artificial Intelligence > Core AI > Multi-Agent Systems Reinforcement Learning > Methods > Offline RL Reinforcement Learning > Methods > Multi-Agent Systems

Keywords

federated learning q-learning offline reinforcement learning sample complexity importance averaging pessimistic penalty

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