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 841–850 of 15113 papers

Title	Date	Tasks	Status	Hype
Energy-Based Imitation Learning	Apr 20, 2020	Imitation Learningreinforcement-learning	CodeCode Available	1
Energy-Guided Diffusion Sampling for Offline-to-Online Reinforcement Learning	Jul 17, 2024	MuJoCoreinforcement-learning	CodeCode Available	1
ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning	Sep 22, 2021	Deep Reinforcement LearningGraph Neural Network	CodeCode Available	1
Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization	May 19, 2021	Reinforcement Learning (RL)	CodeCode Available	1
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
Enhancement of a state-of-the-art RL-based detection algorithm for Massive MIMO radars	Dec 5, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning	Dec 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters	Aug 19, 2020	Anomaly DetectionFraud Detection	CodeCode Available	1
Reliable Conditioning of Behavioral Cloning for Offline Reinforcement Learning	Oct 11, 2022	Offline RLreinforcement-learning	CodeCode Available	1
Confidence Estimation Transformer for Long-term Renewable Energy Forecasting in Reinforcement Learning-based Power Grid Dispatching	Apr 10, 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