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 1226–1250 of 15113 papers

Title	Date	Tasks	Status	Hype
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