conftrace_

temporal-difference learning

42 papers

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Also known as

TD LEARNING

Co-occurring keywords

reinforcement learning (4352) policy evaluation (115) off-policy learning (228) markov decision process (790) value function (295) function approximation (319) temporal difference learning (149) eligibility trace (22) deep reinforcement learning (903) convergence analysis (395)

Papers

Can Temporal-Difference and Q-Learning Learn Representation? A Mean-Field Theory NIPS 2020
Neural Temporal-Difference Learning Converges to Global Optima NIPS 2019
Adaptive Temporal-Difference Learning for Policy Evaluation with Per-State Uncertainty Estimates NIPS 2019
Reconciling λ-Returns with Experience Replay NIPS 2019
On Generalized Bellman Equations and Temporal-Difference Learning JMLR 2018
A Unified Approach for Multi-step Temporal-Difference Learning with Eligibility Traces in Reinforcement Learning IJCAI 2018
On Q-learning Convergence for Non-Markov Decision Processes IJCAI 2018
An Emphatic Approach to the Problem of Off-policy Temporal-Difference Learning JMLR 2016
True Online Temporal-Difference Learning JMLR 2016
On Convergence of Emphatic Temporal-Difference Learning COLT 2015
Concurrent Reinforcement Learning from Customer Interactions ICML 2013
Finite-Sample Analysis of Least-Squares Policy Iteration JMLR 2012
Dynamic Policy Programming JMLR 2012
Exploiting Best-Match Equations for Efficient Reinforcement Learning JMLR 2011
Bootstrapping from Game Tree Search NIPS 2009
Convergent Temporal-Difference Learning with Arbitrary Smooth Function Approximation NIPS 2009
A Convergent $O(n)$ Temporal-difference Algorithm for Off-policy Learning with Linear Function Approximation NIPS 2008