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 1681–1690 of 15113 papers

Title	Date	Tasks	Status	Hype
Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learning	Jun 7, 2020	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1
Neural Laplace Control for Continuous-time Delayed Systems	Feb 24, 2023	Model Predictive ControlOffline RL	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
NeuralSympCheck: A Symptom Checking and Disease Diagnostic Neural Model with Logic Regularization	Jun 2, 2022	DiagnosticReinforcement Learning (RL)	CodeCode Available	1
Combinatorial Optimization with Policy Adaptation using Latent Space Search	Nov 13, 2023	BenchmarkingCombinatorial Optimization	CodeCode Available	1
Combining Reinforcement Learning with Model Predictive Control for On-Ramp Merging	Nov 17, 2020	Autonomous DrivingModel Predictive Control	CodeCode Available	1
Stable and Safe Human-aligned Reinforcement Learning through Neural Ordinary Differential Equations	Jan 23, 2024	Reinforcement Learning (RL)Safe Reinforcement Learning	CodeCode Available	1
NLPGym -- A toolkit for evaluating RL agents on Natural Language Processing Tasks	Nov 16, 2020	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available	1
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning	Oct 8, 2024	GSM8KMulti-agent Reinforcement Learning	CodeCode Available	1
Co-designing Intelligent Control of Building HVACs and Microgrids	Jul 18, 2021	Deep Reinforcement LearningReinforcement Learning (RL)	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