Value Iteration

Simultaneously Updating All Persistence Values in Reinforcement Learning AAAI 2023 Solving multi-model MDPs by coordinate ascent and dynamic programming UAI 2023 StockFormer: Learning Hybrid Trading Machines with Predictive Coding IJCAI 2023 TD Convergence: An Optimization Perspective NeurIPS 2023 The Benefits of Model-Based Generalization in Reinforcement Learning ICML 2023 The Statistical Benefits of Quantile Temporal-Difference Learning for Value Estimation ICML 2023 Toward Efficient Gradient-Based Value Estimation ICML 2023 Towards a better understanding of representation dynamics under TD-learning ICML 2023 Why Target Networks Stabilise Temporal Difference Methods ICML 2023 Winning the CityLearn Challenge: Adaptive Optimization with Evolutionary Search under Trajectory-Based Guidance AAAI 2023 A Generalized Projected Bellman Error for Off-policy Value Estimation in Reinforcement Learning JMLR 2022 A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes ICML 2022 Approximate Value Equivalence NeurIPS 2022 Beyond Strong-Cyclic: Doing Your Best in Stochastic Environments IJCAI 2022 Chaining Value Functions for Off-Policy Learning AAAI 2022 Confident Least Square Value Iteration with Local Access to a Simulator AISTATS 2022 Continuous Deep Q-Learning in Optimal Control Problems: Normalized Advantage Functions Analysis NeurIPS 2022 Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation AAAI 2022 DeepTOP: Deep Threshold-Optimal Policy for MDPs and RMABs NeurIPS 2022 Distributionally Robust Q-Learning ICML 2022 Doubly-Asynchronous Value Iteration: Making Value Iteration Asynchronous in Actions NeurIPS 2022 Empirical Gateaux Derivatives for Causal Inference NeurIPS 2022 End-to-End Trajectory Distribution Prediction Based on Occupancy Grid Maps CVPR 2022 Evaluating the perceived safety of urban city via maximum entropy deep inverse reinforcement learning ACML 2022 Fast and Data Efficient Reinforcement Learning from Pixels via Non-parametric Value Approximation AAAI 2022