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 2801–2825 of 15113 papers

Title	Date	Tasks	Status	Score
A State-Distribution Matching Approach to Non-Episodic Reinforcement Learning	May 11, 2022	continuous-controlContinuous Control	CodeCode Available	5
Improving the sample-efficiency of neural architecture search with reinforcement learning	Oct 13, 2021	AutoMLDeep Learning	CodeCode Available	5
Act-Then-Measure: Reinforcement Learning for Partially Observable Environments with Active Measuring	Mar 14, 2023	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	5
A Genetic Fuzzy System for Interpretable and Parsimonious Reinforcement Learning Policies	May 17, 2023	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	5
Improving Sample Efficiency of Reinforcement Learning with Background Knowledge from Large Language Models	Jul 4, 2024	Common Sense ReasoningReinforcement Learning (RL)	CodeCode Available	5
A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems	Oct 17, 2022	Reinforcement Learning (RL)	CodeCode Available	5
Improving Robustness of Deep Reinforcement Learning Agents: Environment Attack based on the Critic Network	Apr 7, 2021	Adversarial AttackDeep Reinforcement Learning	CodeCode Available	5
Improving the Efficient Neural Architecture Search via Rewarding Modifications	Dec 17, 2020	Neural Architecture Searchreinforcement-learning	CodeCode Available	5
Assistive Teaching of Motor Control Tasks to Humans	Nov 25, 2022	Reinforcement Learning (RL)	CodeCode Available	5
RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational Searching	Oct 27, 2020	Denoisingreinforcement-learning	CodeCode Available	5
Improving reinforcement learning algorithms: towards optimal learning rate policies	Nov 6, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	5
Improving Reinforcement Learning Based Image Captioning with Natural Language Prior	Sep 13, 2018	Image Captioningreinforcement-learning	CodeCode Available	5
Improving Generalization in Reinforcement Learning Training Regimes for Social Robot Navigation	Aug 29, 2023	Decision MakingNavigate	CodeCode Available	5
Improving the Performance of Backward Chained Behavior Trees that use Reinforcement Learning	Dec 27, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	5
Improving Policy Learning via Language Dynamics Distillation	Sep 30, 2022	NetHackReinforcement Learning (RL)	CodeCode Available	5
Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning	Sep 10, 2018	BIG-bench Machine LearningCombinatorial Optimization	CodeCode Available	5
Improving Policy Optimization with Generalist-Specialist Learning	Jun 26, 2022	Deep Reinforcement LearningImitation Learning	CodeCode Available	5
Assessing the Potential of Classical Q-learning in General Game Playing	Oct 14, 2018	Board GamesDeep Reinforcement Learning	CodeCode Available	5
Improving Portfolio Optimization Results with Bandit Networks	Oct 5, 2024	Portfolio OptimizationRecommendation Systems	CodeCode Available	5
Improving Generalization on the ProcGen Benchmark with Simple Architectural Changes and Scale	Oct 13, 2024	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
Depth Self-Optimized Learning Toward Data Science	Nov 2, 2020	Reinforcement Learning (RL)	CodeCode Available	5
Improving Image Captioning with Conditional Generative Adversarial Nets	May 18, 2018	DecoderImage Captioning	CodeCode Available	5
Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning	Mar 25, 2016	reinforcement-learningReinforcement Learning	CodeCode Available	5
Improving Post-Processing of Audio Event Detectors Using Reinforcement Learning	Aug 19, 2022	Classificationreinforcement-learning	CodeCode Available	5
Improving thermal state preparation of Sachdev-Ye-Kitaev model with reinforcement learning on quantum hardware	Jan 20, 2025	Reinforcement Learning (RL)	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