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

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Showing 911–920 of 15113 papers

Title	Date	Tasks	Status	Hype
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning	Dec 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Generalizable Episodic Memory for Deep Reinforcement Learning	Mar 11, 2021	Atari Gamescontinuous-control	CodeCode Available	1
Digital Twin-Enhanced Wireless Indoor Navigation: Achieving Efficient Environment Sensing with Zero-Shot Reinforcement Learning	Jun 11, 2023	Navigatereinforcement-learning	CodeCode Available	1
Generalization in Reinforcement Learning by Soft Data Augmentation	Nov 26, 2020	Data Augmentationreinforcement-learning	CodeCode Available	1
ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning	Sep 4, 2020	Bayesian Optimizationreinforcement-learning	CodeCode Available	1
Connecting Deep-Reinforcement-Learning-based Obstacle Avoidance with Conventional Global Planners using Waypoint Generators	Apr 8, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Conservative Offline Distributional Reinforcement Learning	Jul 12, 2021	D4RLDistributional Reinforcement Learning	CodeCode Available	1
Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal Reasoning	Jul 19, 2022	Causal Discoveryreinforcement-learning	CodeCode Available	1
Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning	Sep 29, 2023	Image GenerationOffline RL	CodeCode Available	1
Continual Backprop: Stochastic Gradient Descent with Persistent Randomness	Aug 13, 2021	Continual LearningReinforcement Learning (RL)	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