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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 1231–1240 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning	Oct 8, 2020	Reinforcement Learning (RL)Transfer Learning	CodeCode Available	1	5
A Policy Gradient Algorithm for Learning to Learn in Multiagent Reinforcement Learning	Oct 31, 2020	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
CCLF: A Contrastive-Curiosity-Driven Learning Framework for Sample-Efficient Reinforcement Learning	May 2, 2022	Data AugmentationQ-Learning	CodeCode Available	1	5
C-COMA: A CONTINUAL REINFORCEMENT LEARNING MODEL FOR DYNAMIC MULTIAGENT ENVIRONMENTS	Apr 5, 2021	Continual LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
Visual Grounding for Object-Level Generalization in Reinforcement Learning	Aug 4, 2024	Language ModellingObject	CodeCode Available	1	5
CDT: Cascading Decision Trees for Explainable Reinforcement Learning	Nov 15, 2020	Deep Reinforcement LearningExplainable Models	CodeCode Available	1	5
Cell-Free Latent Go-Explore	Aug 31, 2022	Montezuma's RevengeReinforcement Learning (RL)	CodeCode Available	1	5
Celebrating Diversity in Shared Multi-Agent Reinforcement Learning	Jun 4, 2021	DiversityMulti-agent Reinforcement Learning	CodeCode Available	1	5
Certified Reinforcement Learning with Logic Guidance	Feb 2, 2019	Decision MakingDecision Making Under Uncertainty	CodeCode Available	1	5
AutoPhoto: Aesthetic Photo Capture using Reinforcement Learning	Sep 21, 2021	reinforcement-learningReinforcement 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