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 651–660 of 15113 papers

Title	Date	Tasks	Status	Hype
Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RL	Oct 12, 2022	Contrastive LearningOut-of-Distribution Generalization	CodeCode Available	1
CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agents	Oct 19, 2021	NetHackreinforcement-learning	CodeCode Available	1
CURL: Contrastive Unsupervised Representations for Reinforcement Learning	Apr 8, 2020	Atari GamesAtari Games 100k	CodeCode Available	1
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement Learning	May 14, 2020	modelModel-based Reinforcement Learning	CodeCode Available	1
Content Masked Loss: Human-Like Brush Stroke Planning in a Reinforcement Learning Painting Agent	Dec 18, 2020	object-detectionObject Detection	CodeCode Available	1
Contextualized Rewriting for Text Summarization	Jan 31, 2021	Extractive Summarizationreinforcement-learning	CodeCode Available	1
Constructions in combinatorics via neural networks	Apr 29, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Sample Efficient Reinforcement Learning via Large Vision Language Model Distillation	May 16, 2025	Decision MakingLanguage Modeling	CodeCode Available	1
Contention Window Optimization in IEEE 802.11ax Networks with Deep Reinforcement Learning	Mar 3, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Contextualize Me -- The Case for Context in Reinforcement Learning	Feb 9, 2022	reinforcement-learningReinforcement Learning	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