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cs.AI2025
Understanding the theoretical properties of projected Bellman equation, linear Q-learning, and approximate value iteration
Han-Dong Lim, Donghwan Lee
In this paper, we study the theoretical properties of the projected Bellman equation (PBE) and two algorithms to solve this equation: linear Q-learning and approximate value iterat…
cs.LG2025
Analysis of Off-Policy -Step TD-Learning with Linear Function Approximation
Han-Dong Lim, Donghwan Lee
This paper analyzes multi-step temporal difference (TD)-learning algorithms within the ``deadly triad'' scenario, characterized by linear function approximation, off-policy learnin…