Temporal Difference (TD) learning
PulseAugur coverage of Temporal Difference (TD) learning — every cluster mentioning Temporal Difference (TD) learning across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
-
New implicit TD algorithms promise more stable reinforcement learning
A new paper introduces implicit Temporal Difference (TD) learning algorithms, designed to stabilize reinforcement learning processes. These algorithms reformulate TD updates into fixed-point equations, making them less …
-
Research paper analyzes variance reduction in Temporal Difference learning
A new research paper analyzes the variance in Temporal Difference (TD) learning, a method used in reinforcement learning. The study demonstrates that TD learning can reduce variance by aggregating more independent traje…
-
New bounds enhance statistical inference for Reinforcement Learning
Researchers have developed new high-dimensional concentration inequalities and Berry-Esseen bounds for martingales induced by Markov chains. These findings are applied to analyze Temporal Difference (TD) learning with l…