Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to take actions in an environment to maximize a cumulative reward signal. The agent interacts with the environment and learns by receiving feedback in the form of rewards or punishments for its actions. The goal of reinforcement learning is to find the optimal policy or decision-making strategy that maximizes the long-term reward.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 326–350 of 15113 papers

Title	Date	Tasks	Status	Hype
Neuro-Nav: A Library for Neurally-Plausible Reinforcement Learning	Jun 6, 2022	Decision Makingreinforcement-learning	CodeCode Available	2
Human-AI Shared Control via Policy Dissection	May 31, 2022	Autonomous DrivingReinforcement Learning (RL)	CodeCode Available	2
Multi-Agent Reinforcement Learning is a Sequence Modeling Problem	May 30, 2022	Decision MakingMuJoCo	CodeCode Available	2
DEP-RL: Embodied Exploration for Reinforcement Learning in Overactuated and Musculoskeletal Systems	May 30, 2022	Diversityreinforcement-learning	CodeCode Available	2
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning	May 25, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	2
A Review of Safe Reinforcement Learning: Methods, Theory and Applications	May 20, 2022	Autonomous DrivingDecision Making	CodeCode Available	2
CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning	Apr 18, 2022	ChatbotOffline RL	CodeCode Available	2
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback	Apr 12, 2022	Code GenerationOut of Distribution (OOD) Detection	CodeCode Available	2
JORLDY: a fully customizable open source framework for reinforcement learning	Apr 11, 2022	MuJoCoOpenAI Gym	CodeCode Available	2
VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning	Feb 17, 2022	Deep Reinforcement LearningOffline RL	CodeCode Available	2
Online Decision Transformer	Feb 11, 2022	D4RLEfficient Exploration	CodeCode Available	2
Tutorial on amortized optimization	Feb 1, 2022	Meta-Learningreinforcement-learning	CodeCode Available	2
moolib: A Platform for Distributed RL	Jan 26, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	2
Reinforcement Learning Textbook	Jan 19, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	2
FinRL-Meta: A Universe of Near-Real Market Environments for Data-Driven Deep Reinforcement Learning in Quantitative Finance	Dec 13, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2
ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning	Dec 11, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2
Godot Reinforcement Learning Agents	Dec 7, 2021	CPUreinforcement-learning	CodeCode Available	2
Policy improvement by planning with Gumbel	Sep 29, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	2
MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning	Sep 26, 2021	BenchmarkingDecision Making	CodeCode Available	2
Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learning	Sep 24, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2
Physics-based Deep Learning	Sep 11, 2021	Deep LearningPhysical Simulations	CodeCode Available	2
The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning	Sep 7, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	2
A Comparative Study of Algorithms for Intelligent Traffic Signal Control	Sep 2, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	2
What Matters in Learning from Offline Human Demonstrations for Robot Manipulation	Aug 6, 2021	Imitation Learningreinforcement-learning	CodeCode Available	2
Habitat 2.0: Training Home Assistants to Rearrange their Habitat	Jun 28, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified