Review for NeurIPS paper: A Unified Switching System Perspective and Convergence Analysis of Q-Learning Algorithms
–Neural Information Processing Systems
The paper provides a new tool (theory of switching systems) for the convergence analysis of RL algorithms that can be of interest to the wider RL theory community. Compared with existing results, several improvements are made. Authors should revise the paper to address reviewer comments. Prior works in this area need to be discussed more carefully, as pointed out by reviewers.
q-learning algorithm, system perspective and convergence analysis, unified switching system perspective, (1 more...)
Neural Information Processing Systems
Jan-27-2025, 17:33:06 GMT
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