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 1426–1450 of 15113 papers

Title	Date	Tasks	Status	Hype
ARLO: A Framework for Automated Reinforcement Learning	May 20, 2022	feature selectionMuJoCo	CodeCode Available	1
Combining Reinforcement Learning with Model Predictive Control for On-Ramp Merging	Nov 17, 2020	Autonomous DrivingModel Predictive Control	CodeCode Available	1
Hierarchical Learning-based Graph Partition for Large-scale Vehicle Routing Problems	Feb 12, 2025	Reinforcement Learning (RL)	CodeCode Available	1
Hierarchical Reinforcement Learning for Power Network Topology Control	Nov 3, 2023	AllHierarchical Reinforcement Learning	CodeCode Available	1
Hierarchical Reinforcement Learning with Timed Subgoals	Dec 6, 2021	Hierarchical Reinforcement Learningreinforcement-learning	CodeCode Available	1
Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem	Dec 8, 2020	Combinatorial OptimizationQ-Learning	CodeCode Available	1
Reinforcement Learning for Combining Search Methods in the Calibration of Economic ABMs	Feb 23, 2023	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Hindsight Preference Learning for Offline Preference-based Reinforcement Learning	Jul 5, 2024	reinforcement-learningReinforcement Learning	CodeCode Available	1
HIQL: Offline Goal-Conditioned RL with Latent States as Actions	Jul 22, 2023	Reinforcement Learning (RL)Unsupervised Pre-training	CodeCode Available	1
Combining Modular Skills in Multitask Learning	Feb 28, 2022	Instruction Followingreinforcement-learning	CodeCode Available	1
Learning to combine primitive skills: A step towards versatile robotic manipulation	Aug 2, 2019	Data AugmentationImitation Learning	CodeCode Available	1
How Consistent are Clinicians? Evaluating the Predictability of Sepsis Disease Progression with Dynamics Models	Apr 10, 2024	DiversityReinforcement Learning (RL)	CodeCode Available	1
How Far I'll Go: Offline Goal-Conditioned Reinforcement Learning via f-Advantage Regression	Jun 7, 2022	regressionreinforcement-learning	CodeCode Available	1
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization	Jun 2, 2020	Combinatorial OptimizationDeep Reinforcement Learning	CodeCode Available	1
Combining Semantic Guidance and Deep Reinforcement Learning For Generating Human Level Paintings	Nov 25, 2020	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Compile Scene Graphs with Reinforcement Learning	Apr 18, 2025	reinforcement-learningReinforcement Learning	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
HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning	Mar 19, 2024	Reinforcement Learning (RL)Visual Grounding	CodeCode Available	1
HyperDQN: A Randomized Exploration Method for Deep Reinforcement Learning	Sep 29, 2021	Deep Reinforcement LearningEfficient Exploration	CodeCode Available	1
A Scalable and Reproducible System-on-Chip Simulation for Reinforcement Learning	Apr 27, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Hypernetworks in Meta-Reinforcement Learning	Oct 20, 2022	Meta Reinforcement Learningreinforcement-learning	CodeCode Available	1
Scalable Multi-agent Reinforcement Learning Algorithm for Wireless Networks	Aug 1, 2021	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
IGLU Gridworld: Simple and Fast Environment for Embodied Dialog Agents	May 31, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning	Dec 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley Values	Oct 4, 2021	Decision MakingDeep Reinforcement 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