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 991–1000 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
When should we prefer Decision Transformers for Offline Reinforcement Learning?	May 23, 2023	D4RLImitation Learning	CodeCode Available	1	5
Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning	Nov 9, 2020	Deep Reinforcement LearningMotion Planning	CodeCode Available	1	5
Deceptive Path Planning via Reinforcement Learning with Graph Neural Networks	Feb 9, 2024	Graph Neural Networkreinforcement-learning	CodeCode Available	1	5
Integrated Decision and Control: Towards Interpretable and Computationally Efficient Driving Intelligence	Mar 18, 2021	Autonomous DrivingModel-based Reinforcement Learning	CodeCode Available	1	5
Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient	Oct 11, 2024	MambaModel-based Reinforcement Learning	CodeCode Available	1	5
Integrating Saliency Ranking and Reinforcement Learning for Enhanced Object Detection	Aug 13, 2024	Deep Reinforcement LearningObject	CodeCode Available	1	5
Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning	Oct 9, 2022	Decision MakingMeta Reinforcement Learning	CodeCode Available	1	5
Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning	Apr 14, 2021	counterfactualDeep Reinforcement Learning	CodeCode Available	1	5
An Alternative Softmax Operator for Reinforcement Learning	Dec 16, 2016	Decision Makingreinforcement-learning	CodeCode Available	1	5
DrM: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization	Oct 30, 2023	continuous-controlContinuous Control	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