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 3676–3700 of 15113 papers

Title	Date	Tasks	Status	Score
CM3: Cooperative Multi-goal Multi-stage Multi-agent Reinforcement Learning	Sep 13, 2018	Autonomous VehiclesEfficient Exploration	CodeCode Available	5
CLUTR: Curriculum Learning via Unsupervised Task Representation Learning	Oct 19, 2022	Reinforcement Learning (RL)Representation Learning	CodeCode Available	5
Recurrent Sum-Product-Max Networks for Decision Making in Perfectly-Observed Environments	Jun 12, 2020	Decision Makingreinforcement-learning	CodeCode Available	5
Generalization and Regularization in DQN	Sep 29, 2018	Atari GamesBenchmarking	CodeCode Available	5
Generalization in Visual Reinforcement Learning with the Reward Sequence Distribution	Feb 19, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	5
Autonomous Option Invention for Continual Hierarchical Reinforcement Learning and Planning	Dec 20, 2024	Hierarchical Reinforcement Learningreinforcement-learning	CodeCode Available	5
Generalized Speedy Q-learning	Nov 1, 2019	Q-LearningReinforcement Learning	CodeCode Available	5
Kernel-Based Reinforcement Learning: A Finite-Time Analysis	Apr 12, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	5
Deep Reinforcement Learning for Optimal Stopping with Application in Financial Engineering	May 19, 2021	Deep Reinforcement LearningQ-Learning	CodeCode Available	5
Regret Minimization for Partially Observable Deep Reinforcement Learning	Oct 31, 2017	counterfactualDeep Reinforcement Learning	CodeCode Available	5
Regret Minimization for Reinforcement Learning with Vectorial Feedback and Complex Objectives	Dec 1, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	5
Generalised Discount Functions applied to a Monte-Carlo AImu Implementation	Mar 3, 2017	General Reinforcement Learningreinforcement-learning	CodeCode Available	5
Gaussian Processes for Data-Efficient Learning in Robotics and Control	Feb 10, 2015	Gaussian ProcessesReinforcement Learning	CodeCode Available	5
Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning	Jun 14, 2022	continuous-controlContinuous Control	CodeCode Available	5
Regularizing Neural Networks by Penalizing Confident Output Distributions	Jan 23, 2017	General Classificationimage-classification	CodeCode Available	5
GAN Q-learning	May 13, 2018	Distributional Reinforcement LearningOpenAI Gym	CodeCode Available	5
Applying Deep Reinforcement Learning to the HP Model for Protein Structure Prediction	Nov 27, 2022	Deep Reinforcement LearningProtein Folding	CodeCode Available	5
Deep Reinforcement Learning for Playing 2.5D Fighting Games	May 5, 2018	Deep Reinforcement LearningOpenAI Gym	CodeCode Available	5
Deep Reinforcement Learning for Long-Short Portfolio Optimization	Dec 26, 2020	Deep Reinforcement LearningManagement	CodeCode Available	5
Gap-Dependent Unsupervised Exploration for Reinforcement Learning	Aug 11, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	5
Generalizable Resource Allocation in Stream Processing via Deep Reinforcement Learning	Nov 19, 2019	DecoderDeep Reinforcement Learning	CodeCode Available	5
Cloud Database Tuning with Reinforcement Learning	Dec 14, 2020	Managementreinforcement-learning	CodeCode Available	5
Fuzzy Logic Guided Reward Function Variation: An Oracle for Testing Reinforcement Learning Programs	Jun 28, 2024	Reinforcement Learning (RL)	CodeCode Available	5
Reinforcement and Imitation Learning for Diverse Visuomotor Skills	Feb 26, 2018	Deep Reinforcement LearningImitation Learning	CodeCode Available	5
GAC: A Deep Reinforcement Learning Model Toward User Incentivization in Unknown Social Networks	Mar 17, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5

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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