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 461–470 of 15113 papers

Title	Date	Tasks	Status	Hype
Cross-Modal Domain Adaptation for Reinforcement Learning	Jan 1, 2021	Domain AdaptationMuJoCo	CodeCode Available	1
Cross-modal Domain Adaptation for Cost-Efficient Visual Reinforcement Learning	Dec 1, 2021	Domain AdaptationMuJoCo	CodeCode Available	1
A Benchmark Environment for Offline Reinforcement Learning in Racing Games	Jul 12, 2024	reinforcement-learningReinforcement Learning	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
CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RL	Oct 12, 2022	Contrastive LearningOut-of-Distribution Generalization	CodeCode Available	1
A Benchmark Environment Motivated by Industrial Control Problems	Sep 27, 2017	OpenAI GymReinforcement Learning	CodeCode Available	1
A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasets	Oct 10, 2021	Decision Makingreinforcement-learning	CodeCode Available	1
CURL: Contrastive Unsupervised Representation Learning for Reinforcement Learning	Jan 1, 2020	Contrastive Learningreinforcement-learning	CodeCode Available	1
Contrastive State Augmentations for Reinforcement Learning-Based Recommender Systems	May 18, 2023	Recommendation Systemsreinforcement-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