About

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Basic Information

  • Name: Yancy Lee
  • Birth: Oct 2003
  • Role: PhD Student

Contact

Research Interests

  • Agent Systems
  • Computer Use Agent

Skills

  • Python / C / C++
  • Deep Learning
  • Large Language Models
ไธญๆ–‡ | English | Casual

๐ŸŽ“ Education

PhD - Artificial Intelligence | 2025 - Present Renmin University of China

Bachelor - Artificial Intelligence | 2021 - 2025 Renmin University of China

๐Ÿ”ฌ Research Experience

AgentProcessBench | 2026.02-2026.03 RUCBM

Worked on process-level evaluation for tool-using agents. This project studies whether each step in a long-horizon, multi-turn tool-use trajectory is effective, using step-level annotations and unified evaluation protocols to analyze error localization, effective exploration, and error propagation in agent workflows.

AgentCPM-GUI | 2024.10-2025.02 OpenBMB

Worked on mobile GUI agents that execute natural-language instructions in real mobile applications. The project combines GUI grounding pre-training, supervised fine-tuning, and reinforcement fine-tuning to improve interface perception, planning, and action execution, with a focus on complex interactions in the Chinese mobile application ecosystem.

ProactiveAgent | 2023.10 - 2024.06 THUNLP

Worked on proactive LLM agents that move from passively responding to user requests toward actively offering assistance based on contextual needs. The project builds proactive task-prediction data from real user activities and uses human preference annotations and reward modeling to evaluate the appropriateness of proactive assistance.

๐Ÿ“ Publications

preprint AgentProcessBench: Diagnosing Step-Level Process Quality in Tool-Using Agents
EMNLP 2025 AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning
ICLR 2024 Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance
NeurIPS 2023 Enhancing In-Context Learning Performance with Just SVD-Based Weight Pruning: A Theoretical Perspective