18 citations · 40 across the 5 of their papers we have counts for
3 papers · 1 filter
Analysis of Stochastic Processes through Replay Buffers
Shirli Di Castro Shashua, Shie Mannor, Dotan Di-Castro
Replay buffers are a key component in many reinforcement learning schemes. Yet, their theoretical properties are not fully understood. In this paper we analyze a system where a sto…
Kalman meets Bellman: Improving Policy Evaluation through Value Tracking
Shirli Di-Castro Shashua, Shie Mannor
Policy evaluation is a key process in Reinforcement Learning (RL). It assesses a given policy by estimating the corresponding value function. When using parameterized value functio…
Trust Region Value Optimization using Kalman Filtering
Shirli Di-Castro Shashua, Shie Mannor
Policy evaluation is a key process in reinforcement learning. It assesses a given policy using estimation of the corresponding value function. When using a parameterized function t…