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 126–150 of 15113 papers

Title	Date	Tasks	Status	Hype
FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance	Nov 19, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	3
Fine-Tuning Language Models from Human Preferences	Sep 18, 2019	DescriptiveLanguage Modelling	CodeCode Available	3
OpenSpiel: A Framework for Reinforcement Learning in Games	Aug 26, 2019	General Reinforcement Learningreinforcement-learning	CodeCode Available	3
Dopamine: A Research Framework for Deep Reinforcement Learning	Dec 14, 2018	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	3
Practical Deep Reinforcement Learning Approach for Stock Trading	Nov 19, 2018	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	3
Deep Reinforcement Learning	Oct 15, 2018	Deep Reinforcement LearningManagement	CodeCode Available	3
Distributed Prioritized Experience Replay	Mar 2, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	3
Rainbow: Combining Improvements in Deep Reinforcement Learning	Oct 6, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	3
GTA1: GUI Test-time Scaling Agent	Jul 8, 2025	Reinforcement Learning (RL)Task Planning	CodeCode Available	2
High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning	Jul 8, 2025	MMEReinforcement Learning (RL)	CodeCode Available	2
AutoTriton: Automatic Triton Programming with Reinforcement Learning in LLMs	Jul 8, 2025	GPUreinforcement-learning	CodeCode Available	2
Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning	Jun 27, 2025	Foreground Segmentationobject-detection	CodeCode Available	2
HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context	Jun 26, 2025	Large Language ModelMultimodal Reasoning	CodeCode Available	2
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling	Jun 25, 2025	Language ModelingLanguage Modelling	CodeCode Available	2
Confucius3-Math: A Lightweight High-Performance Reasoning LLM for Chinese K-12 Mathematics Learning	Jun 23, 2025	GPULarge Language Model	CodeCode Available	2
Graphs Meet AI Agents: Taxonomy, Progress, and Future Opportunities	Jun 22, 2025	Reinforcement Learning (RL)	CodeCode Available	2
TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning	Jun 16, 2025	Reinforcement Learning (RL)Time Series	CodeCode Available	2
Enhancing Rating-Based Reinforcement Learning to Effectively Leverage Feedback from Large Vision-Language Models	Jun 15, 2025	Reinforcement Learning (RL)	CodeCode Available	2
TreeRL: LLM Reinforcement Learning with On-Policy Tree Search	Jun 13, 2025	Mathreinforcement-learning	CodeCode Available	2
Router-R1: Teaching LLMs Multi-Round Routing and Aggregation via Reinforcement Learning	Jun 10, 2025	Model SelectionReinforcement Learning (RL)	CodeCode Available	2
Play to Generalize: Learning to Reason Through Game Play	Jun 9, 2025	Domain GeneralizationMath	CodeCode Available	2
Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction	Jun 9, 2025	Reinforcement Learning (RL)	CodeCode Available	2
Learning What Reinforcement Learning Can't: Interleaved Online Fine-Tuning for Hardest Questions	Jun 9, 2025	Large Language ModelReinforcement Learning (RL)	CodeCode Available	2
Reasoning-Table: Exploring Reinforcement Learning for Table Reasoning	Jun 2, 2025	Fact VerificationLanguage Modeling	CodeCode Available	2
ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL	May 30, 2025	Image GenerationLanguage Modeling	CodeCode Available	2

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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