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#machine learning Preprint Oct 2025

Finite-Time Convergence of Single-Trajectory Chi-Square Robust Q-Learning With Linear Function Approximation

This work addresses obstacles through a variational reformulation of the robust Bellman target and a blockwise frozen-target scheme, and establishes a finite-time error bound relative to the optimal robust Q-function for every $\gamma\in(0,1)$.

Saptarshi Mandal, Y. Murthy, R. Srikant · 0 citations

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