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Value Iteration

356 papers

Papers per year

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Papers

Cooperative Multi-Agent Reinforcement Learning: Asynchronous Communication and Linear Function Approximation ICML 2023
ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs ICML 2023
Optimistic Planning by Regularized Dynamic Programming 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
Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents ICML 2023
The Benefits of Model-Based Generalization in Reinforcement Learning ICML 2023
Autonomous Exploration for Navigating in MDPs Using Blackbox RL Algorithms IJCAI 2023
StockFormer: Learning Hybrid Trading Machines with Predictive Coding IJCAI 2023
Planning Multiple Epidemic Interventions with Reinforcement Learning IJCAI 2023
Convex Reinforcement Learning in Finite Trials JMLR 2023
A Complete Characterization of Linear Estimators for Offline Policy Evaluation JMLR 2023
SelfTune: Tuning Cluster Managers NSDI 2023
Solving multi-model MDPs by coordinate ascent and dynamic programming UAI 2023
ResQ: A Residual Q Function-based Approach for Multi-Agent Reinforcement Learning Value Factorization NIPS 2022
Doubly-Asynchronous Value Iteration: Making Value Iteration Asynchronous in Actions NIPS 2022
Empirical Gateaux Derivatives for Causal Inference NIPS 2022
Spending Thinking Time Wisely: Accelerating MCTS with Virtual Expansions NIPS 2022
Learn to Match with No Regret: Reinforcement Learning in Markov Matching Markets NIPS 2022
Continuous Deep Q-Learning in Optimal Control Problems: Normalized Advantage Functions Analysis NIPS 2022
DeepTOP: Deep Threshold-Optimal Policy for MDPs and RMABs NIPS 2022
Approximate Value Equivalence NIPS 2022
Rethinking Value Function Learning for Generalization in Reinforcement Learning NIPS 2022
Operator Splitting Value Iteration NIPS 2022