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authored 11 papers 4 months ago

CRaSh: Clustering, Removing, and Sharing Enhance Fine-tuning without Full Large Language Model

Paper • 2310.15477 • Published Oct 24, 2023

Critical Data Size of Language Models from a Grokking Perspective

Paper • 2401.10463 • Published Jan 19, 2024 • 1

UltraMedical: Building Specialized Generalists in Biomedicine

Paper • 2406.03949 • Published Jun 6, 2024

MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Paper • 2501.18362 • Published Jan 30, 2025 • 23

DriveMoE: Mixture-of-Experts for Vision-Language-Action Model in End-to-End Autonomous Driving

Paper • 2505.16278 • Published May 22, 2025 • 5

Reasoning with Exploration: An Entropy Perspective

Paper • 2506.14758 • Published Jun 17, 2025 • 30

SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97

Towards a Unified View of Large Language Model Post-Training

Paper • 2509.04419 • Published Sep 4, 2025 • 75

A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10, 2025 • 190

SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

Paper • 2509.09674 • Published Sep 11, 2025 • 80

FlowRL: Matching Reward Distributions for LLM Reasoning

Paper • 2509.15207 • Published Sep 18, 2025 • 114

authored 2 papers 8 months ago

Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space

Paper • 2505.13308 • Published May 19, 2025 • 27

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 120

authored a paper 10 months ago

Technologies on Effectiveness and Efficiency: A Survey of State Spaces Models

Paper • 2503.11224 • Published Mar 14, 2025 • 28

authored a paper about 1 year ago

How to Synthesize Text Data without Model Collapse?

Paper • 2412.14689 • Published Dec 19, 2024 • 52

authored a paper over 2 years ago

PaD: Program-aided Distillation Specializes Large Models in Reasoning

Paper • 2305.13888 • Published May 23, 2023