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 551–575 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Attention Actor-Critic algorithm for Multi-Agent Constrained Co-operative Reinforcement Learning	Jan 7, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning	Nov 9, 2020	Deep Reinforcement LearningMotion Planning	CodeCode Available	1	5
Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning	Apr 14, 2021	counterfactualDeep Reinforcement Learning	CodeCode Available	1	5
Asynchronous Methods for Deep Reinforcement Learning	Feb 4, 2016	Atari GamesCPU	CodeCode Available	1	5
A SWAT-based Reinforcement Learning Framework for Crop Management	Feb 10, 2023	BenchmarkingDecision Making	CodeCode Available	1	5
Asynchronous Multi-Agent Reinforcement Learning for Efficient Real-Time Multi-Robot Cooperative Exploration	Jan 9, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Debiased Contrastive Learning	Jul 1, 2020	Contrastive LearningGeneralization Bounds	CodeCode Available	1	5
Data-Efficient Reinforcement Learning with Self-Predictive Representations	Jul 12, 2020	Atari Games 100kData Augmentation	CodeCode Available	1	5
Data-Efficient Deep Reinforcement Learning for Attitude Control of Fixed-Wing UAVs: Field Experiments	Nov 7, 2021	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
DataLight: Offline Data-Driven Traffic Signal Control	Mar 20, 2023	Offline RLReinforcement Learning (RL)	CodeCode Available	1	5
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning	Jul 19, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Asynchronous Reinforcement Learning for Real-Time Control of Physical Robots	Mar 23, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Dataset Reset Policy Optimization for RLHF	Apr 12, 2024	Reinforcement Learning (RL)	CodeCode Available	1	5
Debiasing Meta-Gradient Reinforcement Learning by Learning the Outer Value Function	Nov 19, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Curriculum Reinforcement Learning using Optimal Transport via Gradual Domain Adaptation	Oct 18, 2022	Domain Adaptationreinforcement-learning	CodeCode Available	1	5
Curriculum Offline Imitation Learning	Nov 3, 2021	continuous-controlContinuous Control	CodeCode Available	1	5
D2RL: Deep Dense Architectures in Reinforcement Learning	Oct 19, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Curriculum-based Asymmetric Multi-task Reinforcement Learning	Nov 7, 2022	Multi-Task Learningreinforcement-learning	CodeCode Available	1	5
CurricuLLM: Automatic Task Curricula Design for Learning Complex Robot Skills using Large Language Models	Sep 27, 2024	Reinforcement Learning (RL)World Knowledge	CodeCode Available	1	5
Curriculum-based Reinforcement Learning for Distribution System Critical Load Restoration	Mar 8, 2022	Decision Makingreinforcement-learning	CodeCode Available	1	5
Curious Hierarchical Actor-Critic Reinforcement Learning	May 7, 2020	BenchmarkingHierarchical Reinforcement Learning	CodeCode Available	1	5
CURL: Contrastive Unsupervised Representation Learning for Reinforcement Learning	Jan 1, 2020	Contrastive Learningreinforcement-learning	CodeCode Available	1	5
Aspect Sentiment Triplet Extraction Using Reinforcement Learning	Aug 13, 2021	Aspect Sentiment Triplet Extractionreinforcement-learning	CodeCode Available	1	5
A2C is a special case of PPO	May 18, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Asset Allocation: From Markowitz to Deep Reinforcement Learning	Jul 14, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5

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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