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 426–450 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
A Benchmark Environment for Offline Reinforcement Learning in Racing Games	Jul 12, 2024	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Ctrl-DNA: Controllable Cell-Type-Specific Regulatory DNA Design via Constrained RL	May 26, 2025	Reinforcement Learning (RL)Specificity	CodeCode Available	1	5
CURL: Contrastive Unsupervised Representation Learning for Reinforcement Learning	Jan 1, 2020	Contrastive Learningreinforcement-learning	CodeCode Available	1	5
Cross Modality 3D Navigation Using Reinforcement Learning and Neural Style Transfer	Nov 5, 2021	Computed Tomography (CT)Diagnostic	CodeCode Available	1	5
Cross-modal Domain Adaptation for Cost-Efficient Visual Reinforcement Learning	Dec 1, 2021	Domain AdaptationMuJoCo	CodeCode Available	1	5
CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity	Feb 14, 2019	continuous-controlContinuous Control	CodeCode Available	1	5
Cross-Modal Contrastive Learning of Representations for Navigation using Lightweight, Low-Cost Millimeter Wave Radar for Adverse Environmental Conditions	Jan 10, 2021	Autonomous NavigationContrastive Learning	CodeCode Available	1	5
A coevolutionary approach to deep multi-agent reinforcement learning	Apr 12, 2021	Atari GamesDecision Making	CodeCode Available	1	5
Cross-Modal Domain Adaptation for Reinforcement Learning	Jan 1, 2021	Domain AdaptationMuJoCo	CodeCode Available	1	5
Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning	Sep 24, 2018	Deep Reinforcement LearningHuman Dynamics	CodeCode Available	1	5
CropGym: a Reinforcement Learning Environment for Crop Management	Apr 9, 2021	ManagementOpenAI Gym	CodeCode Available	1	5
ACN-Sim: An Open-Source Simulator for Data-Driven Electric Vehicle Charging Research	Dec 4, 2020	OpenAI GymReinforcement Learning (RL)	CodeCode Available	1	5
Cross-Domain Policy Adaptation by Capturing Representation Mismatch	May 24, 2024	Reinforcement Learning (RL)Representation Learning	CodeCode Available	1	5
Acme: A Research Framework for Distributed Reinforcement Learning	Jun 1, 2020	Deep Reinforcement LearningDQN Replay Dataset	CodeCode Available	1	5
Asset Allocation: From Markowitz to Deep Reinforcement Learning	Jul 14, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
A Text-based Deep Reinforcement Learning Framework for Interactive Recommendation	Apr 14, 2020	Deep Reinforcement LearningInteractive Recommendation	CodeCode Available	1	5
CROP: Conservative Reward for Model-based Offline Policy Optimization	Oct 26, 2023	D4RLOffline RL	CodeCode Available	1	5
Cross-Embodiment Robot Manipulation Skill Transfer using Latent Space Alignment	Jun 4, 2024	DecoderReinforcement Learning (RL)	CodeCode Available	1	5
Cryptocurrency Portfolio Management with Deep Reinforcement Learning	Dec 5, 2016	Decision MakingDeep Reinforcement Learning	CodeCode Available	1	5
CURL: Contrastive Unsupervised Representations for Reinforcement Learning	Apr 8, 2020	Atari GamesAtari Games 100k	CodeCode Available	1	5
Counterfactual Data Augmentation using Locally Factored Dynamics	Jul 6, 2020	counterfactualData Augmentation	CodeCode Available	1	5
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal	Sep 28, 2022	Continual LearningReinforcement Learning (RL)	CodeCode Available	1	5
A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasets	Oct 10, 2021	Decision Makingreinforcement-learning	CodeCode Available	1	5
Co-Reinforcement Learning for Unified Multimodal Understanding and Generation	May 23, 2025	Image Generationreinforcement-learning	CodeCode Available	1	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