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Value Iteration

306 directly classified papers

Papers per year

Papers

Finding Regularized Competitive Equilibria of Heterogeneous Agent Macroeconomic Models via Reinforcement Learning AISTATS 2023
A Tale of Two Efficient Value Iteration Algorithms for Solving Linear MDPs with Large Action Space AISTATS 2023
A Tale of Sampling and Estimation in Discounted Reinforcement Learning AISTATS 2023
Entropic Risk Optimization in Discounted MDPs AISTATS 2023
Convex Reinforcement Learning in Finite Trials JMLR 2023
Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents ICML 2023
SelfTune: Tuning Cluster Managers NSDI 2023
The Benefits of Model-Based Generalization in Reinforcement Learning ICML 2023
A Complete Characterization of Linear Estimators for Offline Policy Evaluation JMLR 2023
Sample Efficient Reinforcement Learning in Mixed Systems through Augmented Samples and Its Applications to Queueing Networks NIPS 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
Cooperative Multi-Agent Reinforcement Learning: Asynchronous Communication and Linear Function Approximation ICML 2023
Planning and Learning for Non-markovian Negative Side Effects Using Finite State Controllers AAAI 2023
The Statistical Benefits of Quantile Temporal-Difference Learning for Value Estimation ICML 2023
Markov Decision Processes with Time-Varying Geometric Discounting AAAI 2023
Simultaneously Updating All Persistence Values in Reinforcement Learning AAAI 2023
On the Challenges of Using Reinforcement Learning in Precision Drug Dosing: Delay and Prolongedness of Action Effects AAAI 2023
Towards a better understanding of representation dynamics under TD-learning ICML 2023
Planning and Learning with Adaptive Lookahead AAAI 2023
A Fair Incentive Scheme for Community Health Workers AAAI 2023
Layered State Discovery for Incremental Autonomous Exploration ICML 2023
Q-functionals for Value-Based Continuous Control AAAI 2023
Formally Verified Solution Methods for Markov Decision Processes AAAI 2023
Winning the CityLearn Challenge: Adaptive Optimization with Evolutionary Search under Trajectory-Based Guidance AAAI 2023