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 1451–1475 of 15113 papers

Title	Date	Tasks	Status	Hype
Imitation Learning via Off-Policy Distribution Matching	Dec 10, 2019	Imitation LearningReinforcement Learning	CodeCode Available	1
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	Feb 5, 2018	Atari Gamesreinforcement-learning	CodeCode Available	1
Implementation Matters in Deep RL: A Case Study on PPO and TRPO	May 1, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Implementing Reinforcement Learning Datacenter Congestion Control in NVIDIA NICs	Jul 5, 2022	Fairnessreinforcement-learning	CodeCode Available	1
Accelerating Reinforcement Learning with Learned Skill Priors	Oct 22, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1
Improved Representation of Asymmetrical Distances with Interval Quasimetric Embeddings	Nov 28, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings	Mar 4, 2021	Atari GamesComputational Efficiency	CodeCode Available	1
Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay	Jun 5, 2025	Reinforcement Learning (RL)	CodeCode Available	1
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards	Jun 27, 2020	Machine Translationreinforcement-learning	CodeCode Available	1
Improving Model-Based Reinforcement Learning with Internal State Representations through Self-Supervision	Feb 10, 2021	Board GamesModel-based Reinforcement Learning	CodeCode Available	1
Improving Sample Efficiency in Model-Free Reinforcement Learning from Images	Oct 2, 2019	Image ReconstructionMuJoCo	CodeCode Available	1
Can Q-Learning with Graph Networks Learn a Generalizable Branching Heuristic for a SAT Solver?	Sep 26, 2019	Feature EngineeringQ-Learning	CodeCode Available	1
Actor-Critic Reinforcement Learning for Control with Stability Guarantee	Apr 29, 2020	Motion Planningreinforcement-learning	CodeCode Available	1
Inclined Quadrotor Landing using Deep Reinforcement Learning	Mar 16, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning	Oct 15, 2020	ManagementMulti-agent Reinforcement Learning	CodeCode Available	1
Human-centric Reward Optimization for Reinforcement Learning-based Automated Driving using Large Language Models	May 7, 2024	In-Context LearningReinforcement Learning (RL)	CodeCode Available	1
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning	Nov 12, 2019	Combinatorial OptimizationGraph Embedding	CodeCode Available	1
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal	Sep 28, 2022	Continual LearningReinforcement Learning (RL)	CodeCode Available	1
Influencing Long-Term Behavior in Multiagent Reinforcement Learning	Mar 7, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Information Design in Multi-Agent Reinforcement Learning	May 8, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Asynchronous Reinforcement Learning for Real-Time Control of Physical Robots	Mar 23, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Learning to combine primitive skills: A step towards versatile robotic manipulation	Aug 2, 2019	Data AugmentationImitation Learning	CodeCode Available	1
Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning	Feb 15, 2021	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
Intelligent Reflecting Surface Configurations for Smart Radio Using Deep Reinforcement Learning	May 11, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Collaborative Multi-Agent Dialogue Model Training Via Reinforcement Learning	Jul 11, 2019	Natural Language Understandingreinforcement-learning	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