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cs.AI2024
A finite time analysis of distributed Q-learning
Han-Dong Lim, Donghwan Lee
Multi-agent reinforcement learning (MARL) has witnessed a remarkable surge in interest, fueled by the empirical success achieved in applications of single-agent reinforcement learn…
cs.LG2024
Learning the Model While Learning Q: Finite-Time Sample Complexity of Online SyncMBQ
Han-Dong Lim, HyeAnn Lee, Donghwan Lee
Reinforcement learning has witnessed significant advancements, particularly with the emergence of model-based approaches. Among these, -learning has proven to be a powerful algo…