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 1311–1320 of 15113 papers

Title	Date	Tasks	Status	Hype
Combining Semantic Guidance and Deep Reinforcement Learning For Generating Human Level Paintings	Nov 25, 2020	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Emergent Real-World Robotic Skills via Unsupervised Off-Policy Reinforcement Learning	Apr 27, 2020	Model Predictive Controlreinforcement-learning	CodeCode Available	1
Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference	Dec 18, 2024	Reinforcement Learning (RL)	CodeCode Available	1
Encoding formulas as deep networks: Reinforcement learning for zero-shot execution of LTL formulas	Jun 1, 2020	MinecraftMulti-Task Learning	CodeCode Available	1
Are Expressive Models Truly Necessary for Offline RL?	Dec 15, 2024	D4RLOffline RL	CodeCode Available	1
Energy-Based Imitation Learning	Apr 20, 2020	Imitation Learningreinforcement-learning	CodeCode Available	1
Energy Harvesting Reconfigurable Intelligent Surface for UAV Based on Robust Deep Reinforcement Learning	Feb 23, 2023	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Energy Pricing in P2P Energy Systems Using Reinforcement Learning	Oct 24, 2022	reinforcement-learningReinforcement Learning	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
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization	Jun 2, 2020	Combinatorial OptimizationDeep Reinforcement 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