value function

Loss Dynamics of Temporal Difference Reinforcement Learning NeurIPS 2023 Model-based Offline Reinforcement Learning with Count-based Conservatism ICML 2023 Model-Based Uncertainty in Value Functions AISTATS 2023 Multi-Objective Reinforcement Learning: Convexity, Stationarity and Pareto Optimality ICLR 2023 Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes ICML 2023 Offline RL for Natural Language Generation with Implicit Language Q Learning ICLR 2023 On The Convergence Of Policy Iteration-Based Reinforcement Learning With Monte Carlo Policy Evaluation AISTATS 2023 On the Statistical Benefits of Temporal Difference Learning ICML 2023 Optimal Goal-Reaching Reinforcement Learning via Quasimetric Learning ICML 2023 Optimal Treatment Regimes for Proximal Causal Learning NeurIPS 2023 PPG Reloaded: An Empirical Study on What Matters in Phasic Policy Gradient ICML 2023 Prediction and Control in Continual Reinforcement Learning NeurIPS 2023 Q-functionals for Value-Based Continuous Control AAAI 2023 Resetting the Optimizer in Deep RL: An Empirical Study NeurIPS 2023 Simultaneously Updating All Persistence Values in Reinforcement Learning AAAI 2023 The Benefits of Model-Based Generalization in Reinforcement Learning ICML 2023 The Virtues of Laziness in Model-based RL: A Unified Objective and Algorithms ICML 2023 Timing is Everything: Learning to Act Selectively with Costly Actions and Budgetary Constraints ICLR 2023 Towards a better understanding of representation dynamics under TD-learning ICML 2023 Understanding and Addressing the Pitfalls of Bisimulation-based Representations in Offline Reinforcement Learning NeurIPS 2023 Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning AAAI 2023 VA-learning as a more efficient alternative to Q-learning ICML 2023 Value-Consistent Representation Learning for Data-Efficient Reinforcement Learning AAAI 2023 Weighted Policy Constraints for Offline Reinforcement Learning AAAI 2023 A Closer Look at Offline RL Agents NeurIPS 2022