Value Iteration

Formally Verified Solution Methods for Markov Decision Processes AAAI 2023 Generalized Weighted Path Consistency for Mastering Atari Games NeurIPS 2023 Integrating Symmetry into Differentiable Planning with Steerable Convolutions ICLR 2023 KuaiSim: A Comprehensive Simulator for Recommender Systems NeurIPS 2023 Layered State Discovery for Incremental Autonomous Exploration ICML 2023 Managing Temporal Resolution in Continuous Value Estimation: A Fundamental Trade-off NeurIPS 2023 Markov Decision Processes with Time-Varying Geometric Discounting AAAI 2023 Online POMDP Planning with Anytime Deterministic Guarantees NeurIPS 2023 On the Challenges of Using Reinforcement Learning in Precision Drug Dosing: Delay and Prolongedness of Action Effects AAAI 2023 On the Global Convergence of Fitted Q-Iteration with Two-layer Neural Network Parametrization ICML 2023 Optimistic Planning by Regularized Dynamic Programming ICML 2023 Planning and Learning for Non-markovian Negative Side Effects Using Finite State Controllers AAAI 2023 Planning and Learning with Adaptive Lookahead AAAI 2023 Planning Multiple Epidemic Interventions with Reinforcement Learning IJCAI 2023 Provably Efficient Model-Free Algorithms for Non-stationary CMDPs AISTATS 2023 Provably (More) Sample-Efficient Offline RL with Options NeurIPS 2023 Q-functionals for Value-Based Continuous Control AAAI 2023 Reducing Blackwell and Average Optimality to Discounted MDPs via the Blackwell Discount Factor NeurIPS 2023 Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents ICML 2023 ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs ICML 2023 Replicable Reinforcement Learning NeurIPS 2023 Retrosynthetic Planning with Dual Value Networks ICML 2023 Sample Complexity of Kernel-Based Q-Learning AISTATS 2023 Sample Efficient Reinforcement Learning in Mixed Systems through Augmented Samples and Its Applications to Queueing Networks NeurIPS 2023 SelfTune: Tuning Cluster Managers NSDI 2023