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 961–970 of 15113 papers

Title	Date	Tasks	Status	Hype
Skeleton2Humanoid: Animating Simulated Characters for Physically-plausible Motion In-betweening	Oct 9, 2022	motion in-betweeningMotion Synthesis	CodeCode Available	1
Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning	Oct 9, 2022	Decision MakingMeta Reinforcement Learning	CodeCode Available	1
Flexible Attention-Based Multi-Policy Fusion for Efficient Deep Reinforcement Learning	Oct 7, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
BAFFLE: Hiding Backdoors in Offline Reinforcement Learning Datasets	Oct 7, 2022	Autonomous DrivingBackdoor Attack	CodeCode Available	1
Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization	Oct 7, 2022	AllCombinatorial Optimization	CodeCode Available	1
Exploration via Planning for Information about the Optimal Trajectory	Oct 6, 2022	Reinforcement Learning (RL)	CodeCode Available	1
Deep Reinforcement Learning based Evasion Generative Adversarial Network for Botnet Detection	Oct 6, 2022	Deep Reinforcement LearningGenerative Adversarial Network	CodeCode Available	1
Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery	Oct 6, 2022	Deep Reinforcement LearningDiversity	CodeCode Available	1
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering	Oct 6, 2022	Question AnsweringReinforcement Learning (RL)	CodeCode Available	1
Real-Time Reinforcement Learning for Vision-Based Robotics Utilizing Local and Remote Computers	Oct 5, 2022	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