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 1–10 of 137 papers

Title	Date	Tasks	Status	Hype
A Distributional Analogue to the Successor Representation	Feb 13, 2024	Distributional Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Trust Region-Based Safe Distributional Reinforcement Learning for Multiple Constraints	Jan 26, 2023	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	1
Risk-Sensitive Policy with Distributional Reinforcement Learning	Dec 30, 2022	Decision MakingDistributional Reinforcement Learning	CodeCode Available	1
Intelligent Resource Allocation in Joint Radar-Communication With Graph Neural Networks	Oct 17, 2022	Autonomous DrivingAutonomous Vehicles	CodeCode Available	1
Gamma and Vega Hedging Using Deep Distributional Reinforcement Learning	May 10, 2022	Distributional Reinforcement LearningPosition	CodeCode Available	1
Adaptive Risk-Tendency: Nano Drone Navigation in Cluttered Environments with Distributional Reinforcement Learning	Mar 28, 2022	Distributional Reinforcement LearningDrone navigation	CodeCode Available	1
Conservative Offline Distributional Reinforcement Learning	Jul 12, 2021	D4RLDistributional Reinforcement Learning	CodeCode Available	1
Distributional Reinforcement Learning with Unconstrained Monotonic Neural Networks	Jun 6, 2021	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	1
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
Distributional Reinforcement Learning via Moment Matching	Jul 24, 2020	Atari GamesDistributional Reinforcement Learning	CodeCode Available	1

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