12 citations · 15 across the 17 of their papers we have counts for
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cs.LG2023★ 1 cited
A Concentration Bound for TD(0) with Function Approximation
Siddharth Chandak, Vivek S. Borkar
We derive uniform all-time concentration bound of the type 'for all for some ' for TD(0) with linear function approximation. We work with online TD learning with…
cs.LG2023★ 1 cited
Equilibrium Bandits: Learning Optimal Equilibria of Unknown Dynamics
Siddharth Chandak, Ilai Bistritz, Nicholas Bambos
Consider a decision-maker that can pick one out of actions to control an unknown system, for turns. The actions are interpreted as different configurations or policies. Hol…