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 4491–4500 of 15113 papers

Title	Date	Tasks	Status	Hype
Uncertainty-based Meta-Reinforcement Learning for Robust Radar Tracking	Oct 26, 2022	Meta-LearningMeta Reinforcement Learning	—Unverified	0
D-Shape: Demonstration-Shaped Reinforcement Learning via Goal Conditioning	Oct 26, 2022	Imitation Learningreinforcement-learning	—Unverified	0
A Bibliometric Analysis and Review on Reinforcement Learning for Transportation Applications	Oct 26, 2022	reinforcement-learningReinforcement Learning (RL)	—Unverified	0
DeXtreme: Transfer of Agile In-hand Manipulation from Simulation to Reality	Oct 25, 2022	Deep Reinforcement LearningGPU	CodeCode Available	4
Bridging Distributional and Risk-sensitive Reinforcement Learning with Provable Regret Bounds	Oct 25, 2022	Computational EfficiencyDistributional Reinforcement Learning	—Unverified	0
Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning	Oct 25, 2022	D4RLOffline RL	CodeCode Available	1
Entity Divider with Language Grounding in Multi-Agent Reinforcement Learning	Oct 25, 2022	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real Data	Oct 25, 2022	Autonomous DrivingGPU	CodeCode Available	1
Teal: Learning-Accelerated Optimization of WAN Traffic Engineering	Oct 25, 2022	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	1
Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search	Oct 25, 2022	Evolutionary AlgorithmsNeural Architecture Search	CodeCode Available	0

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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