8 citations · 8 across the 3 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2021
A Concentration Bound for LSPE()
Siddharth Chandak, Vivek S. Borkar, Harsh Dolhare
The popular LSPE() algorithm for policy evaluation is revisited to derive a concentration bound that gives high probability performance guarantees from some time on.
cs.LG2021★ 8 cited
Full Gradient DQN Reinforcement Learning: A Provably Convergent Scheme
K. E. Avrachenkov, V. S. Borkar, H. P. Dolhare +1
We analyze the DQN reinforcement learning algorithm as a stochastic approximation scheme using the o.d.e. (for 'ordinary differential equation') approach and point out certain theo…