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 1501–1525 of 15113 papers

Title	Date	Tasks	Status	Hype
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization	Jun 2, 2020	Combinatorial OptimizationDeep Reinforcement Learning	CodeCode Available	1
KuaiSim: A Comprehensive Simulator for Recommender Systems	Sep 22, 2023	Recommendation SystemsReinforcement Learning (RL)	CodeCode Available	1
Actor Prioritized Experience Replay	Sep 1, 2022	continuous-controlContinuous Control	CodeCode Available	1
Langevin Soft Actor-Critic: Efficient Exploration through Uncertainty-Driven Critic Learning	Jan 29, 2025	continuous-controlContinuous Control	CodeCode Available	1
Combining Deep Reinforcement Learning and Search for Imperfect-Information Games	Jul 27, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Language Models are Few-Shot Butlers	Apr 16, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Large Batch Experience Replay	Oct 4, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Large Batch Simulation for Deep Reinforcement Learning	Mar 12, 2021	Deep Reinforcement LearningGPU	CodeCode Available	1
A Cooperative Multi-Agent Reinforcement Learning Framework for Resource Balancing in Complex Logistics Network	Mar 2, 2019	Combinatorial OptimizationManagement	CodeCode Available	1
Large Neighborhood Search based on Neural Construction Heuristics	May 2, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Learning to combine primitive skills: A step towards versatile robotic manipulation	Aug 2, 2019	Data AugmentationImitation Learning	CodeCode Available	1
Latent-Variable Advantage-Weighted Policy Optimization for Offline RL	Mar 16, 2022	continuous-controlContinuous Control	CodeCode Available	1
Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem	Dec 8, 2020	Combinatorial OptimizationQ-Learning	CodeCode Available	1
Learning 2-opt Heuristics for the Traveling Salesman Problem via Deep Reinforcement Learning	Apr 3, 2020	Deep LearningDeep Reinforcement Learning	CodeCode Available	1
Learning agile and dynamic motor skills for legged robots	Jan 24, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	1
Learning Associative Inference Using Fast Weight Memory	Nov 16, 2020	Language ModellingMeta Reinforcement Learning	CodeCode Available	1
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks	Jun 14, 2020	BenchmarkingDeep Reinforcement Learning	CodeCode Available	1
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley Values	Oct 4, 2021	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
Learning Cooperative Visual Dialog Agents with Deep Reinforcement Learning	Mar 20, 2017	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Learning Data Manipulation for Augmentation and Weighting	Oct 28, 2019	Data AugmentationReinforcement Learning	CodeCode Available	1
Agent57: Outperforming the Atari Human Benchmark	Mar 30, 2020	Atari GamesReinforcement Learning	CodeCode Available	1
Learning Domain Invariant Representations in Goal-conditioned Block MDPs	Oct 27, 2021	Deep Reinforcement LearningDomain Generalization	CodeCode Available	1
An Equivalence between Loss Functions and Non-Uniform Sampling in Experience Replay	Jul 12, 2020	Deep Reinforcement LearningMuJoCo	CodeCode Available	1
Learning for Edge-Weighted Online Bipartite Matching with Robustness Guarantees	May 31, 2023	Reinforcement Learning (RL)	CodeCode Available	1
Collision Probability Distribution Estimation via Temporal Difference Learning	Jul 29, 2024	AI AgentAutonomous Driving	CodeCode Available	1

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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