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 2001–2025 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning	Feb 15, 2021	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
Storehouse: a Reinforcement Learning Environment for Optimizing Warehouse Management	Jul 8, 2022	Managementreinforcement-learning	CodeCode Available	1	5
Bingham Policy Parameterization for 3D Rotations in Reinforcement Learning	Feb 8, 2022	continuous-controlContinuous Control	CodeCode Available	1	5
Strategically Efficient Exploration in Competitive Multi-agent Reinforcement Learning	Jul 30, 2021	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	1	5
An Optimistic Perspective on Offline Reinforcement Learning	Jul 10, 2019	Atari GamesDiversity	CodeCode Available	1	5
Learning to Paint With Model-based Deep Reinforcement Learning	Mar 11, 2019	Deep Reinforcement LearningPosition	CodeCode Available	1	5
IGLU Gridworld: Simple and Fast Environment for Embodied Dialog Agents	May 31, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
ImagineBench: Evaluating Reinforcement Learning with Large Language Model Rollouts	May 15, 2025	Continual LearningLanguage Modeling	CodeCode Available	1	5
IG-RL: Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control	Mar 6, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Succinct and Robust Multi-Agent Communication With Temporal Message Control	Oct 27, 2020	Multi-agent Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
Intelligent Reflecting Surface Configurations for Smart Radio Using Deep Reinforcement Learning	May 11, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
BIMRL: Brain Inspired Meta Reinforcement Learning	Oct 29, 2022	Meta Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Image Classification by Reinforcement Learning with Two-State Q-Learning	Jun 28, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels	Apr 28, 2020	AllAtari Games 100k	CodeCode Available	1	5
BayesSimIG: Scalable Parameter Inference for Adaptive Domain Randomization with IsaacGym	Jul 9, 2021	GPUReinforcement Learning (RL)	CodeCode Available	1	5
Analysis of diversity-accuracy tradeoff in image captioning	Feb 27, 2020	DiversityImage Captioning	CodeCode Available	1	5
Integrating Saliency Ranking and Reinforcement Learning for Enhanced Object Detection	Aug 13, 2024	Deep Reinforcement LearningObject	CodeCode Available	1	5
Imitating Graph-Based Planning with Goal-Conditioned Policies	Mar 20, 2023	Reinforcement Learning (RL)	CodeCode Available	1	5
BCORLE(): An Offline Reinforcement Learning and Evaluation Framework for Coupons Allocation in E-commerce Market	Dec 1, 2021	Off-policy evaluationreinforcement-learning	CodeCode Available	1	5
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings	Mar 4, 2021	Atari GamesComputational Efficiency	CodeCode Available	1	5
Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning Approach	Nov 14, 2021	Algorithmic TradingGeneral Reinforcement Learning	CodeCode Available	1	5
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	Feb 5, 2018	Atari Gamesreinforcement-learning	CodeCode Available	1	5
BEAR: Physics-Principled Building Environment for Control and Reinforcement Learning	Nov 27, 2022	energy managementManagement	CodeCode Available	1	5
A Composable Specification Language for Reinforcement Learning Tasks	Aug 21, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Integrating Deep Reinforcement Learning Networks with Health System Simulations	Jul 21, 2020	Deep Reinforcement LearningOpenAI Gym	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