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 1476–1500 of 15113 papers

Title	Date	Tasks	Status	Hype
Interactive Machine Learning of Musical Gesture	Nov 26, 2020	BIG-bench Machine LearningReinforcement Learning (RL)	CodeCode Available	1
Interferobot: aligning an optical interferometer by a reinforcement learning agent	Jun 3, 2020	Deep 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
Age-Based Scheduling for Mobile Edge Computing: A Deep Reinforcement Learning Approach	Dec 1, 2023	Deep Reinforcement LearningEdge-computing	CodeCode Available	1
A Text-based Deep Reinforcement Learning Framework for Interactive Recommendation	Apr 14, 2020	Deep Reinforcement LearningInteractive Recommendation	CodeCode Available	1
A Deep Reinforcement Learning Algorithm Using Dynamic Attention Model for Vehicle Routing Problems	Feb 9, 2020	Combinatorial OptimizationDecoder	CodeCode Available	1
Intrinsic Reward Driven Imitation Learning via Generative Model	Jun 26, 2020	Atari GamesImitation Learning	CodeCode Available	1
A General Contextualized Rewriting Framework for Text Summarization	Jul 13, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Inverse Constrained Reinforcement Learning	Nov 19, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1
Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement Learning	Nov 1, 2020	Multi-Task Learningreinforcement-learning	CodeCode Available	1
Investigating practical linear temporal difference learning	Feb 28, 2016	reinforcement-learningReinforcement Learning	CodeCode Available	1
Combining Modular Skills in Multitask Learning	Feb 28, 2022	Instruction Followingreinforcement-learning	CodeCode Available	1
Combinatorial Optimization with Policy Adaptation using Latent Space Search	Nov 13, 2023	BenchmarkingCombinatorial Optimization	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
Combining Deep Reinforcement Learning and Search for Imperfect-Information Games	Jul 27, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Aspect Sentiment Triplet Extraction Using Reinforcement Learning	Aug 13, 2021	Aspect Sentiment Triplet Extractionreinforcement-learning	CodeCode Available	1
JoinGym: An Efficient Query Optimization Environment for Reinforcement Learning	Jul 21, 2023	BenchmarkingCombinatorial Optimization	CodeCode Available	1
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization	Jun 2, 2020	Combinatorial OptimizationDeep 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
Accelerating Robot Learning of Contact-Rich Manipulations: A Curriculum Learning Study	Apr 27, 2022	Contact-rich ManipulationReinforcement Learning (RL)	CodeCode Available	1
Karolos: An Open-Source Reinforcement Learning Framework for Robot-Task Environments	Dec 1, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
A Deep Reinforced Model for Abstractive Summarization	May 11, 2017	Abstractive Text SummarizationDecoder	CodeCode Available	1
Collision Probability Distribution Estimation via Temporal Difference Learning	Jul 29, 2024	AI AgentAutonomous Driving	CodeCode Available	1
Knowledge-guided Open Attribute Value Extraction with Reinforcement Learning	Oct 19, 2020	ArticlesAttribute	CodeCode Available	1
Collaborative Multi-Agent Dialogue Model Training Via Reinforcement Learning	Jul 11, 2019	Natural Language Understandingreinforcement-learning	CodeCode Available	1

Show:10 25 50

← PrevPage 60 of 605Next →

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified