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 871–880 of 15113 papers

Title	Date	Tasks	Status	Hype
Targeted Adversarial Attacks on Deep Reinforcement Learning Policies via Model Checking	Dec 10, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Compiler Optimization for Quantum Computing Using Reinforcement Learning	Dec 8, 2022	Compiler Optimizationreinforcement-learning	CodeCode Available	1
PrefRec: Recommender Systems with Human Preferences for Reinforcing Long-term User Engagement	Dec 6, 2022	Recommendation SystemsReinforcement Learning (RL)	CodeCode Available	1
Physics-Informed Model-Based Reinforcement Learning	Dec 5, 2022	modelModel-based Reinforcement Learning	CodeCode Available	1
RLogist: Fast Observation Strategy on Whole-slide Images with Deep Reinforcement Learning	Dec 4, 2022	BenchmarkingDecision Making	CodeCode Available	1
MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid Dynamics	Dec 2, 2022	Deep Reinforcement LearningGraph Neural Network	CodeCode Available	1
Karolos: An Open-Source Reinforcement Learning Framework for Robot-Task Environments	Dec 1, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format	Nov 30, 2022	Reinforcement Learning (RL)Transfer Learning	CodeCode Available	1
One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning	Nov 30, 2022	AllDecision Making	CodeCode Available	1
Real-time Bidding Strategy in Display Advertising: An Empirical Analysis	Nov 30, 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