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 391–400 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal	Sep 28, 2022	Continual LearningReinforcement Learning (RL)	CodeCode Available	1	5
A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning	Oct 10, 2022	Data Augmentationreinforcement-learning	CodeCode Available	1	5
Control-Informed Reinforcement Learning for Chemical Processes	Aug 24, 2024	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
A Composable Specification Language for Reinforcement Learning Tasks	Aug 21, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
A Boolean Task Algebra for Reinforcement Learning	Jan 6, 2020	Lifelong learningNegation	CodeCode Available	1	5
Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms	Nov 30, 2023	BenchmarkingOpenAI Gym	CodeCode Available	1	5
Controlling the Risk of Conversational Search via Reinforcement Learning	Jan 15, 2021	Conversational Searchreinforcement-learning	CodeCode Available	1	5
Contrastive State Augmentations for Reinforcement Learning-Based Recommender Systems	May 18, 2023	Recommendation Systemsreinforcement-learning	CodeCode Available	1	5
Scalable Multi-agent Reinforcement Learning Algorithm for Wireless Networks	Aug 1, 2021	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1	5
Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning	Jul 29, 2022	Contrastive LearningDeep Reinforcement Learning	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