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 1241–1250 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
CertRL: Formalizing Convergence Proofs for Value and Policy Iteration in Coq	Sep 23, 2020	Decision Makingreinforcement-learning	CodeCode Available	1	5
CFR-RL: Traffic Engineering with Reinforcement Learning in SDN	Apr 24, 2020	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
Action Space Shaping in Deep Reinforcement Learning	Apr 2, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Enhanced Meta Reinforcement Learning using Demonstrations in Sparse Reward Environments	Sep 26, 2022	Meta Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Autonomous Racing using a Hybrid Imitation-Reinforcement Learning Architecture	Oct 11, 2021	Autonomous RacingAutonomous Vehicles	CodeCode Available	1	5
Generalization in Reinforcement Learning by Soft Data Augmentation	Nov 26, 2020	Data Augmentationreinforcement-learning	CodeCode Available	1	5
Visual Grounding for Object-Level Generalization in Reinforcement Learning	Aug 4, 2024	Language ModellingObject	CodeCode Available	1	5
Energy Pricing in P2P Energy Systems Using Reinforcement Learning	Oct 24, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Generalizing Across Multi-Objective Reward Functions in Deep Reinforcement Learning	Sep 17, 2018	Deep Reinforcement Learningreinforcement-learning	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

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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