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 401–410 of 15113 papers

Title	Date	Tasks	Status	Hype
A Finite-Sample Analysis of Distributionally Robust Average-Reward Reinforcement Learning	May 18, 2025	Reinforcement Learning (RL)	—Unverified	0
Distributional Soft Actor-Critic with Harmonic Gradient for Safe and Efficient Autonomous Driving in Multi-lane Scenarios	May 18, 2025	Autonomous DrivingReinforcement Learning (RL)	—Unverified	0
AbFlowNet: Optimizing Antibody-Antigen Binding Energy via Diffusion-GFlowNet Fusion	May 18, 2025	Reinforcement Learning (RL)	—Unverified	0
Observe-R1: Unlocking Reasoning Abilities of MLLMs with Dynamic Progressive Reinforcement Learning	May 18, 2025	Reinforcement Learning (RL)	CodeCode Available	0
VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning	May 18, 2025	Reinforcement Learning (RL)	CodeCode Available	2
Enhancing Visual Grounding for GUI Agents via Self-Evolutionary Reinforcement Learning	May 18, 2025	Reinforcement Learning (RL)Visual Grounding	CodeCode Available	3
UIShift: Enhancing VLM-based GUI Agents through Self-supervised Reinforcement Learning	May 18, 2025	2kReinforcement Learning (RL)	—Unverified	0
CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models	May 18, 2025	Reinforcement Learning (RL)	CodeCode Available	4
Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward	May 18, 2025	GPUGraph Matching	CodeCode Available	3
AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning	May 17, 2025	Reinforcement Learning (RL)	—Unverified	0

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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