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 851–860 of 15113 papers

Title	Date	Tasks	Status	Hype
Asynchronous Multi-Agent Reinforcement Learning for Efficient Real-Time Multi-Robot Cooperative Exploration	Jan 9, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Extreme Q-Learning: MaxEnt RL without Entropy	Jan 5, 2023	D4RLDeep Reinforcement Learning	CodeCode Available	1
Emergent collective intelligence from massive-agent cooperation and competition	Jan 4, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	1
Learning to Maximize Mutual Information for Dynamic Feature Selection	Jan 2, 2023	feature selectionReinforcement Learning (RL)	CodeCode Available	1
Environment Agnostic Representation for Visual Reinforcement Learning	Jan 1, 2023	Deep Reinforcement LearningDomain Generalization	CodeCode Available	1
Goal-Guided Transformer-Enabled Reinforcement Learning for Efficient Autonomous Navigation	Jan 1, 2023	Autonomous NavigationDecision Making	CodeCode Available	1
Self-Activating Neural Ensembles for Continual Reinforcement Learning	Dec 31, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Symbolic Visual Reinforcement Learning: A Scalable Framework with Object-Level Abstraction and Differentiable Expression Search	Dec 30, 2022	Reinforcement Learning (RL)	CodeCode Available	1
Transformer in Transformer as Backbone for Deep Reinforcement Learning	Dec 30, 2022	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
Risk-Sensitive Policy with Distributional Reinforcement Learning	Dec 30, 2022	Decision MakingDistributional Reinforcement Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 86 of 1512Next →

Benchmark Results

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