Runze Liu

RyanLiu112's activity

• All
• Models
• Datasets
• Spaces
• Buckets
• Papers
• Collections
• Community
• Posts
• Upvotes
• Likes
• Articles

upvoted a paper 3 months ago

ICA Lens: Interpreting Language Models Without Training Another Dictionary

Paper • 2606.11722 • Published Jun 10 • 18

upvoted 2 papers 6 months ago

Complementary Reinforcement Learning

Paper • 2603.17621 • Published Mar 18 • 37

TRUST-SQL: Tool-Integrated Multi-Turn Reinforcement Learning for Text-to-SQL over Unknown Schemas

Paper • 2603.16448 • Published Mar 17 • 58

upvoted a paper 7 months ago

Step 3.5 Flash: Open Frontier-Level Intelligence with 11B Active Parameters

Paper • 2602.10604 • Published Feb 11 • 202

upvoted a paper 9 months ago

GARDO: Reinforcing Diffusion Models without Reward Hacking

Paper • 2512.24138 • Published Dec 30, 2025 • 30

upvoted an article 9 months ago

view article

Article

Deriving the PPO Loss from First Principles

• 

garg-aayush

•

Dec 25, 2025

• 50

upvoted a paper 9 months ago

Step-DeepResearch Technical Report

Paper • 2512.20491 • Published Dec 23, 2025 • 89

upvoted a collection 9 months ago

Physics of Language Models: Part 4.2

Collection

17 items • Updated Dec 22, 2025 • 2

upvoted a paper 9 months ago

Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies

Paper • 2512.19673 • Published Dec 22, 2025 • 66

upvoted a collection 9 months ago

"Physics of Language Models" series

Collection

7 items • Updated Dec 22, 2025 • 56

upvoted a paper 9 months ago

On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models

Paper • 2512.07783 • Published Dec 8, 2025 • 41

upvoted a collection 12 months ago

Archer2.0

Collection

5 items • Updated Oct 8, 2025 • 1

upvoted 3 papers 12 months ago

ASPO: Asymmetric Importance Sampling Policy Optimization

Paper • 2510.06062 • Published Oct 7, 2025 • 14

Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

Paper • 2509.26628 • Published Sep 30, 2025 • 17

Random Policy Valuation is Enough for LLM Reasoning with Verifiable Rewards

Paper • 2509.24981 • Published Sep 29, 2025 • 29

upvoted 4 papers about 1 year ago

A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10, 2025 • 193

SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97

Part I: Tricks or Traps? A Deep Dive into RL for LLM Reasoning

Paper • 2508.08221 • Published Aug 11, 2025 • 50

Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR

Paper • 2507.15778 • Published Jul 21, 2025 • 21

upvoted a paper over 1 year ago

Scaling Image and Video Generation via Test-Time Evolutionary Search

Paper • 2505.17618 • Published May 23, 2025 • 41