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return distribution

18 papers

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Co-occurring keywords

distributional reinforcement learning (72) deep reinforcement learning (903) conditional value at risk (50) generative model (2892) bellman equation (42) policy optimization (657) policy evaluation (115) temporal difference learning (149) reinforcement learning (4352) advantage estimation (12)

Papers

Optimizing Return Distributions with Distributional Dynamic Programming JMLR 2025
Action Gaps and Advantages in Continuous-Time Distributional Reinforcement Learning NIPS 2024
Beyond Expected Return: Accounting for Policy Reproducibility When Evaluating Reinforcement Learning Algorithms AAAI 2024
Foundations of Multivariate Distributional Reinforcement Learning NIPS 2024
Near-Minimax-Optimal Distributional Reinforcement Learning with a Generative Model NIPS 2024
The Statistical Benefits of Quantile Temporal-Difference Learning for Value Estimation ICML 2023
Distributional Pareto-Optimal Multi-Objective Reinforcement Learning NIPS 2023
Distributional Offline Policy Evaluation with Predictive Error Guarantees ICML 2023
Policy Evaluation in Distributional LQR L4DC 2023
Distributional Multi-Objective Decision Making IJCAI 2023
SENTINEL: taming uncertainty with ensemble based distributional reinforcement learning UAI 2022
Distributional Reinforcement Learning via Moment Matching AAAI 2021
Bayesian Distributional Policy Gradients AAAI 2021
Universal Off-Policy Evaluation NIPS 2021
Fully Parameterized Quantile Function for Distributional Reinforcement Learning NIPS 2019
Separating value functions across time-scales ICML 2019
Statistics and Samples in Distributional Reinforcement Learning ICML 2019
A Distributional Perspective on Reinforcement Learning ICML 2017