Yuchen Yan

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upvoted a paper 2 months ago

Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model

Paper • 2510.18855 • Published Oct 21, 2025 • 71

upvoted 5 papers 3 months ago

The Markovian Thinker

Paper • 2510.06557 • Published Oct 8, 2025 • 30

SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models

Paper • 2510.08531 • Published Oct 9, 2025 • 12

Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners

Paper • 2509.26226 • Published Sep 30, 2025 • 33

GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts

Paper • 2509.25160 • Published Sep 29, 2025 • 30

EasySteer: A Unified Framework for High-Performance and Extensible LLM Steering

Paper • 2509.25175 • Published Sep 29, 2025 • 30

upvoted 2 papers 4 months ago

UI-S1: Advancing GUI Automation via Semi-online Reinforcement Learning

Paper • 2509.11543 • Published Sep 15, 2025 • 47

LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning

Paper • 2409.12929 • Published Sep 19, 2024 • 2

upvoted 8 papers 5 months ago

Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models

Paper • 2508.09138 • Published Aug 12, 2025 • 37

Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models

Paper • 2508.05613 • Published Aug 7, 2025 • 17

Test-Time Reinforcement Learning for GUI Grounding via Region Consistency

Paper • 2508.05615 • Published Aug 7, 2025 • 22

OmniEAR: Benchmarking Agent Reasoning in Embodied Tasks

Paper • 2508.05614 • Published Aug 7, 2025 • 20

MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task

Paper • 2502.11684 • Published Feb 17, 2025 • 2

Hierarchical Budget Policy Optimization for Adaptive Reasoning

Paper • 2507.15844 • Published Jul 21, 2025 • 16

GUI-G^2: Gaussian Reward Modeling for GUI Grounding

Paper • 2507.15846 • Published Jul 21, 2025 • 133

LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21, 2025 • 35

upvoted 4 papers 7 months ago

TimeHC-RL: Temporal-aware Hierarchical Cognitive Reinforcement Learning for Enhancing LLMs' Social Intelligence

Paper • 2505.24500 • Published May 30, 2025 • 12

S^3c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners

Paper • 2409.01524 • Published Sep 3, 2024 • 1

SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation

Paper • 2506.03139 • Published Jun 3, 2025 • 17

Do Large Language Models Excel in Complex Logical Reasoning with Formal Language?

Paper • 2505.16998 • Published May 22, 2025 • 2