Distributional Reinforcement Learning

Value distribution is the distribution of the random return received by a reinforcement learning agent. it been used for a specific purpose such as implementing risk-aware behaviour.

We have random return Z whose expectation is the value Q. This random return is also described by a recursive equation, but one of a distributional nature

Papers

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Showing 1–25 of 137 papers

Title	Date	Tasks	Status	Hype	Score
Distributional Reinforcement Learning via Moment Matching	Jul 24, 2020	Atari GamesDistributional Reinforcement Learning	CodeCode Available	1	5
A Distributional Analogue to the Successor Representation	Feb 13, 2024	Distributional Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1	5
Risk-Sensitive Policy with Distributional Reinforcement Learning	Dec 30, 2022	Decision MakingDistributional Reinforcement Learning	CodeCode Available	1	5
Unifying Cardiovascular Modelling with Deep Reinforcement Learning for Uncertainty Aware Control of Sepsis Treatment	Jan 21, 2021	Clinical KnowledgeDecision Making Under Uncertainty	CodeCode Available	1	5
Conservative Offline Distributional Reinforcement Learning	Jul 12, 2021	D4RLDistributional Reinforcement Learning	CodeCode Available	1	5
Distributional Reinforcement Learning with Unconstrained Monotonic Neural Networks	Jun 6, 2021	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Gamma and Vega Hedging Using Deep Distributional Reinforcement Learning	May 10, 2022	Distributional Reinforcement LearningPosition	CodeCode Available	1	5
Intelligent Resource Allocation in Joint Radar-Communication With Graph Neural Networks	Oct 17, 2022	Autonomous DrivingAutonomous Vehicles	CodeCode Available	1	5
Trust Region-Based Safe Distributional Reinforcement Learning for Multiple Constraints	Jan 26, 2023	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Adaptive Risk-Tendency: Nano Drone Navigation in Cluttered Environments with Distributional Reinforcement Learning	Mar 28, 2022	Distributional Reinforcement LearningDrone navigation	CodeCode Available	1	5
Implicit Distributional Reinforcement Learning	Jul 13, 2020	Distributional Reinforcement LearningOpenAI Gym	CodeCode Available	1	5
ADDQ: Adaptive Distributional Double Q-Learning	Jun 24, 2025	Distributional Reinforcement LearningMuJoCo	CodeCode Available	0	5
Estimation and Inference in Distributional Reinforcement Learning	Sep 29, 2023	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	0	5
Estimating Risk and Uncertainty in Deep Reinforcement Learning	May 23, 2019	Bayesian InferenceDeep Reinforcement Learning	CodeCode Available	0	5
A Cramér Distance perspective on Quantile Regression based Distributional Reinforcement Learning	Oct 1, 2021	Distributional Reinforcement Learningquantile regression	CodeCode Available	0	5
Conjugated Discrete Distributions for Distributional Reinforcement Learning	Dec 14, 2021	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0	5
Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning	Feb 11, 2024	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0	5
EX-DRL: Hedging Against Heavy Losses with EXtreme Distributional Reinforcement Learning	Aug 22, 2024	Distributional Reinforcement Learningquantile regression	CodeCode Available	0	5
Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning	Jan 3, 2025	Decision MakingDistributional Reinforcement Learning	CodeCode Available	0	5
Distributional Reinforcement Learning with Quantile Regression	Oct 27, 2017	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0	5
Distributional Reinforcement Learning for Energy-Based Sequential Models	Dec 18, 2019	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	0	5
Distributional Reinforcement Learning with Regularized Wasserstein Loss	Feb 1, 2022	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0	5
Distributional Off-policy Evaluation with Bellman Residual Minimization	Feb 2, 2024	Distributional Reinforcement LearningOff-policy evaluation	CodeCode Available	0	5
Distributional Reinforcement Learning for Multi-Dimensional Reward Functions	Oct 26, 2021	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	0	5
Distributional Bellman Operators over Mean Embeddings	Dec 9, 2023	Atari GamesDeep Reinforcement Learning	CodeCode Available	0	5

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