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 101–125 of 137 papers

Title	Date	Tasks	Status	Hype
Bayesian Distributional Policy Gradients	Mar 20, 2021	Atari GamesContrastive Learning	—Unverified	0
Safe Distributional Reinforcement Learning	Feb 26, 2021	Autonomous DrivingDistributional Reinforcement Learning	—Unverified	0
SENTINEL: Taming Uncertainty with Ensemble-based Distributional Reinforcement Learning	Feb 22, 2021	Decision MakingDistributional Reinforcement Learning	—Unverified	0
Addressing Inherent Uncertainty: Risk-Sensitive Behavior Generation for Automated Driving using Distributional Reinforcement Learning	Feb 5, 2021	Distributional Reinforcement LearningReinforcement Learning (RL)	—Unverified	0
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
Controlling Synthetic Characters in Simulations: A Case for Cognitive Architectures and Sigma	Jan 6, 2021	Distributional Reinforcement LearningUnity	—Unverified	0
A Distributional Perspective on Actor-Critic Framework	Jan 1, 2021	Distributional Reinforcement Learning	—Unverified	0
Distributional Reinforcement Learning for Risk-Sensitive Policies	Jan 1, 2021	Distributional Reinforcement Learningreinforcement-learning	—Unverified	0
Batch-Constrained Distributional Reinforcement Learning for Session-based Recommendation	Dec 16, 2020	Deep Reinforcement LearningDistributional Reinforcement Learning	—Unverified	0
A Local Temporal Difference Code for Distributional Reinforcement Learning	Dec 1, 2020	Distributional Reinforcement LearningImputation	—Unverified	0
Non-Crossing Quantile Regression for Distributional Reinforcement Learning	Dec 1, 2020	Atari GamesDistributional Reinforcement Learning	—Unverified	0
Distributional Reinforcement Learning for mmWave Communications with Intelligent Reflectors on a UAV	Nov 3, 2020	Distributional Reinforcement Learningquantile regression	—Unverified	0
Distributional Reinforcement Learning via Moment Matching	Jul 24, 2020	Atari GamesDistributional Reinforcement Learning	CodeCode Available	1
Implicit Distributional Reinforcement Learning	Jul 13, 2020	Distributional Reinforcement LearningOpenAI Gym	CodeCode Available	1
Demand-Side Scheduling Based on Multi-Agent Deep Actor-Critic Learning for Smart Grids	May 5, 2020	Deep Reinforcement LearningDistributional Reinforcement Learning	—Unverified	0
Improving Robustness via Risk Averse Distributional Reinforcement Learning	May 1, 2020	Distributional Reinforcement Learningreinforcement-learning	—Unverified	0
Distributional Reinforcement Learning with Ensembles	Mar 24, 2020	Distributional Reinforcement Learningreinforcement-learning	—Unverified	0
Millimeter Wave Communications with an Intelligent Reflector: Performance Optimization and Distributional Reinforcement Learning	Feb 24, 2020	Distributional Reinforcement LearningQ-Learning	—Unverified	0
Sample-based Distributional Policy Gradient	Jan 8, 2020	Distributional Reinforcement LearningOpenAI Gym	—Unverified	0
Distributional Reinforcement Learning for Energy-Based Sequential Models	Dec 18, 2019	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	0
Fully Parameterized Quantile Function for Distributional Reinforcement Learning	Nov 5, 2019	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0
Estimating Risk and Uncertainty in Deep Reinforcement Learning	May 23, 2019	Bayesian InferenceDeep Reinforcement Learning	CodeCode Available	0
Stochastically Dominant Distributional Reinforcement Learning	May 17, 2019	Distributional Reinforcement Learningreinforcement-learning	—Unverified	0
Distributional Reinforcement Learning for Efficient Exploration	May 13, 2019	Atari GamesDistributional Reinforcement Learning	—Unverified	0
GAN-powered Deep Distributional Reinforcement Learning for Resource Management in Network Slicing	May 10, 2019	Deep Reinforcement LearningDistributional Reinforcement Learning	—Unverified	0

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