SQT -- std $Q$-target

no code implementations • 3 Feb 2024 • Nitsan Soffair, Dotan Di-Castro, Orly Avner, Shie Mannor

We implement SQT on top of TD3/TD7 code and test it against the state-of-the-art (SOTA) actor-critic algorithms, DDPG, TD3 and TD7 on seven popular MuJoCo and Bullet tasks.

Q-Learning

Analysis of Stochastic Processes through Replay Buffers

no code implementations • 26 Jun 2022 • Shirli Di Castro Shashua, Shie Mannor, Dotan Di-Castro

We provide an analysis of the properties of the sampled process such as stationarity, Markovity and autocorrelation in terms of the properties of the original process.

reinforcement-learning Reinforcement Learning (RL)