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 1071–1080 of 15113 papers

Title	Date	Tasks	Status	Hype
SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments	Jun 17, 2022	BenchmarkingDeep Reinforcement Learning	CodeCode Available	1
Barrier Certified Safety Learning Control: When Sum-of-Square Programming Meets Reinforcement Learning	Jun 16, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
A Search-Based Testing Approach for Deep Reinforcement Learning Agents	Jun 15, 2022	Autonomous DrivingDecision Making	CodeCode Available	1
Training Discrete Deep Generative Models via Gapped Straight-Through Estimator	Jun 15, 2022	ListOpsreinforcement-learning	CodeCode Available	1
RoSGAS: Adaptive Social Bot Detection with Reinforced Self-Supervised GNN Architecture Search	Jun 14, 2022	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1
Transformers are Meta-Reinforcement Learners	Jun 14, 2022	continuous-controlContinuous Control	CodeCode Available	1
Reinforcement Learning-based Placement of Charging Stations in Urban Road Networks	Jun 13, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
A Unified Approach to Reinforcement Learning, Quantal Response Equilibria, and Two-Player Zero-Sum Games	Jun 12, 2022	Deep Reinforcement LearningMuJoCo Games	CodeCode Available	1
ROI-Constrained Bidding via Curriculum-Guided Bayesian Reinforcement Learning	Jun 10, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning	Jun 9, 2022	Model-based Reinforcement LearningPrediction	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