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 1651–1660 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
AI2-THOR: An Interactive 3D Environment for Visual AI	Dec 14, 2017	Deep Reinforcement LearningImitation Learning	CodeCode Available	1	5
Effective Multi-User Delay-Constrained Scheduling with Deep Recurrent Reinforcement Learning	Aug 30, 2022	Cloud ComputingDeep Reinforcement Learning	CodeCode Available	1	5
An Encoder-Decoder Based Audio Captioning System With Transfer and Reinforcement Learning	Aug 5, 2021	Audio captioningDecoder	CodeCode Available	1	5
Attacking Cooperative Multi-Agent Reinforcement Learning by Adversarial Minority Influence	Feb 7, 2023	Continuous ControlMuJoCo	CodeCode Available	1	5
Bayesian Action Decoder for Deep Multi-Agent Reinforcement Learning	Nov 4, 2018	DecoderMulti-agent Reinforcement Learning	CodeCode Available	1	5
Attacking Video Recognition Models with Bullet-Screen Comments	Oct 29, 2021	Adversarial AttackAdversarial Attack on Video Classification	CodeCode Available	1	5
Online Symbolic Music Alignment with Offline Reinforcement Learning	Dec 31, 2023	Dynamic Time WarpingOffline RL	CodeCode Available	1	5
On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations	Dec 28, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Attention Actor-Critic algorithm for Multi-Agent Constrained Co-operative Reinforcement Learning	Jan 7, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Goal-Aware Cross-Entropy for Multi-Target Reinforcement Learning	Oct 25, 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