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

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Showing 1261–1270 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Approximate information state for approximate planning and reinforcement learning in partially observed systems	Oct 17, 2020	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Closing the Gap between TD Learning and Supervised Learning -- A Generalisation Point of View	Jan 20, 2024	Data AugmentationReinforcement Learning (RL)	CodeCode Available	1	5
Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement	Feb 9, 2024	Code GenerationDecision Making	CodeCode Available	1	5
COG: Connecting New Skills to Past Experience with Offline Reinforcement Learning	Oct 27, 2020	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Example-guided learning of stochastic human driving policies using deep reinforcement learning	Dec 23, 2022	Autonomous VehiclesDeep Reinforcement Learning	CodeCode Available	1	5
Goal-Guided Transformer-Enabled Reinforcement Learning for Efficient Autonomous Navigation	Jan 1, 2023	Autonomous NavigationDecision Making	CodeCode Available	1	5
Enhanced POET: Open-Ended Reinforcement Learning through Unbounded Invention of Learning Challenges and their Solutions	Mar 19, 2020	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
Autonomous Exploration Under Uncertainty via Deep Reinforcement Learning on Graphs	Jul 24, 2020	Decision MakingDeep Reinforcement Learning	CodeCode Available	1	5
Co-designing Intelligent Control of Building HVACs and Microgrids	Jul 18, 2021	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
Enhancement of a state-of-the-art RL-based detection algorithm for Massive MIMO radars	Dec 5, 2021	Reinforcement Learning (RL)	CodeCode Available	1	5

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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