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 1631–1640 of 15113 papers

Title	Date	Tasks	Status	Hype
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
Modeling Protagonist Emotions for Emotion-Aware Storytelling	Oct 14, 2020	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Model Predictive Actor-Critic: Accelerating Robot Skill Acquisition with Deep Reinforcement Learning	Mar 25, 2021	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Model Primitive Hierarchical Lifelong Reinforcement Learning	Mar 4, 2019	Hierarchical Reinforcement LearningLifelong learning	CodeCode Available	1
A Text-based Deep Reinforcement Learning Framework for Interactive Recommendation	Apr 14, 2020	Deep Reinforcement LearningInteractive Recommendation	CodeCode Available	1
MoDem: Accelerating Visual Model-Based Reinforcement Learning with Demonstrations	Dec 12, 2022	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Collaborative Multi-Agent Dialogue Model Training Via Reinforcement Learning	Jul 11, 2019	Natural Language Understandingreinforcement-learning	CodeCode Available	1
MoËT: Mixture of Expert Trees and its Application to Verifiable Reinforcement Learning	Jun 16, 2019	Game of GoImitation Learning	CodeCode Available	1
Collision Probability Distribution Estimation via Temporal Difference Learning	Jul 29, 2024	AI AgentAutonomous Driving	CodeCode Available	1
An Empirical Study of Representation Learning for Reinforcement Learning in Healthcare	Nov 23, 2020	Open-Ended Question Answeringreinforcement-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