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cs.LG2023
A Note on Stability in Asynchronous Stochastic Approximation without Communication Delays
Huizhen Yu, Yi Wan, Richard S. Sutton
In this paper, we study asynchronous stochastic approximation algorithms without communication delays. Our main contribution is a stability proof for these algorithms that extends…
cs.AI2023
Iterative Option Discovery for Planning, by Planning
Kenny Young, Richard S. Sutton
Discovering useful temporal abstractions, in the form of options, is widely thought to be key to applying reinforcement learning and planning to increasingly complex domains. Build…