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 1201–1250 of 15113 papers

Title	Date	Tasks	Status	Hype
Resource Management and Security Scheme of ICPSs and IoT Based on VNE Algorithm	Feb 3, 2022	AttributeManagement	CodeCode Available	1
Optimizing Sequential Experimental Design with Deep Reinforcement Learning	Feb 2, 2022	Deep Reinforcement LearningExperimental Design	CodeCode Available	1
CIC: Contrastive Intrinsic Control for Unsupervised Skill Discovery	Feb 1, 2022	Contrastive LearningDiversity	CodeCode Available	1
Accelerating Deep Reinforcement Learning for Digital Twin Network Optimization with Evolutionary Strategies	Feb 1, 2022	Deep Reinforcement LearningManagement	CodeCode Available	1
Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement Learning	Jan 31, 2022	DiversityOffline RL	CodeCode Available	1
Efficient Reinforcement Learning in Block MDPs: A Model-free Representation Learning Approach	Jan 31, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments	Jan 30, 2022	Autonomous VehiclesDecision Making	CodeCode Available	1
Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search	Jan 30, 2022	Neural Architecture SearchReinforcement Learning (RL)	CodeCode Available	1
Constrained Variational Policy Optimization for Safe Reinforcement Learning	Jan 28, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Can Wikipedia Help Offline Reinforcement Learning?	Jan 28, 2022	Offline RLreinforcement-learning	CodeCode Available	1
Mask-based Latent Reconstruction for Reinforcement Learning	Jan 28, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Towards Safe Reinforcement Learning with a Safety Editor Policy	Jan 28, 2022	2kreinforcement-learning	CodeCode Available	1
The Paradox of Choice: Using Attention in Hierarchical Reinforcement Learning	Jan 24, 2022	Decision MakingHierarchical Reinforcement Learning	CodeCode Available	1
Constrained Policy Optimization via Bayesian World Models	Jan 24, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Pearl: Parallel Evolutionary and Reinforcement Learning Library	Jan 24, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Goal-Conditioned Reinforcement Learning: Problems and Solutions	Jan 20, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
DROPO: Sim-to-Real Transfer with Offline Domain Randomization	Jan 20, 2022	Reinforcement Learning (RL)	CodeCode Available	1
Addressing Maximization Bias in Reinforcement Learning with Two-Sample Testing	Jan 20, 2022	Q-Learningreinforcement-learning	CodeCode Available	1
SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning	Jan 17, 2022	DecoderNavigate	CodeCode Available	1
Solving Dynamic Graph Problems with Multi-Attention Deep Reinforcement Learning	Jan 13, 2022	Combinatorial OptimizationDeep Reinforcement Learning	CodeCode Available	1
Agent-Temporal Attention for Reward Redistribution in Episodic Multi-Agent Reinforcement Learning	Jan 12, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
In Defense of the Unitary Scalarization for Deep Multi-Task Learning	Jan 11, 2022	Multi-Task LearningReinforcement Learning (RL)	CodeCode Available	1
Verified Probabilistic Policies for Deep Reinforcement Learning	Jan 10, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Mirror Learning: A Unifying Framework of Policy Optimisation	Jan 7, 2022	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1
SABLAS: Learning Safe Control for Black-box Dynamical Systems	Jan 6, 2022	Reinforcement Learning (RL)	CodeCode Available	1
Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation	Jan 5, 2022	continuous-controlContinuous Control	CodeCode Available	1
Using Simulation Optimization to Improve Zero-shot Policy Transfer of Quadrotors	Jan 4, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Hybrid intelligence for dynamic job-shop scheduling with deep reinforcement learning and attention mechanism	Jan 3, 2022	Deep Reinforcement LearningGraph Representation Learning	CodeCode Available	1
SimSR: Simple Distance-based State Representation for Deep Reinforcement Learning	Dec 31, 2021	Deep Reinforcement LearningMuJoCo	CodeCode Available	1
Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control Optimization	Dec 30, 2021	Reinforcement Learning (RL)Traffic Signal Control	CodeCode Available	1
Reinforcement Learning with Dynamic Convex Risk Measures	Dec 26, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Lane Change Decision-Making through Deep Reinforcement Learning	Dec 24, 2021	Autonomous DrivingDecision Making	CodeCode Available	1
Learning to Walk with Dual Agents for Knowledge Graph Reasoning	Dec 23, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Safety and Liveness Guarantees through Reach-Avoid Reinforcement Learning	Dec 23, 2021	Deep Reinforcement LearningQ-Learning	CodeCode Available	1
Direct Behavior Specification via Constrained Reinforcement Learning	Dec 22, 2021	continuous-controlContinuous Control	CodeCode Available	1
Maximum Entropy Population-Based Training for Zero-Shot Human-AI Coordination	Dec 22, 2021	DiversityReinforcement Learning (RL)	CodeCode Available	1
Adversarial Deep Reinforcement Learning for Improving the Robustness of Multi-agent Autonomous Driving Policies	Dec 22, 2021	Autonomous DrivingDeep Reinforcement Learning	CodeCode Available	1
A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drone	Dec 22, 2021	Combinatorial OptimizationComputational Efficiency	CodeCode Available	1
Variational Quantum Soft Actor-Critic	Dec 20, 2021	continuous-controlContinuous Control	CodeCode Available	1
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control	Dec 19, 2021	Reinforcement Learning (RL)Traffic Signal Control	CodeCode Available	1
Space Non-cooperative Object Active Tracking with Deep Reinforcement Learning	Dec 18, 2021	Deep Reinforcement LearningPose Estimation	CodeCode Available	1
Autonomous Reinforcement Learning: Formalism and Benchmarking	Dec 17, 2021	Benchmarkingreinforcement-learning	CodeCode Available	1
Learning to Share in Multi-Agent Reinforcement Learning	Dec 16, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Stochastic Actor-Executor-Critic for Image-to-Image Translation	Dec 14, 2021	continuous-controlContinuous Control	CodeCode Available	1
Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration	Dec 14, 2021	Deformable Medical Image RegistrationImage Registration	CodeCode Available	1
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning	Dec 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Human-Level Control through Directly-Trained Deep Spiking Q-Networks	Dec 13, 2021	Atari Gamesreinforcement-learning	CodeCode Available	1
PantheonRL: A MARL Library for Dynamic Training Interactions	Dec 13, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Tree-based Focused Web Crawling with Reinforcement Learning	Dec 12, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
OstrichRL: A Musculoskeletal Ostrich Simulation to Study Bio-mechanical Locomotion	Dec 11, 2021	MuJoCoreinforcement-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