About me
Welcome! I am currently a first-year Ph.D. student of computer science at University of Pittsburgh, advised by Prof. Junyu Liu. Before that, I received my B.E. from Tianjin University, and my M.S. degree from Georgia Institute of Technology.
AI and agentic systems are becoming increasingly capable. My goal is to build and streamline agentic AI frameworks from first principles, and to interpret AI for safety through both scientific and empirical approaches, as well as to advance AI for Science (For now I focus on quantum).
I am actively seeking LLM or Quantum internship positions in the US for Summerβ26.
Feel free to reach out for questions and collaborations!
Selected Publications
Artificial Entanglement in the Fine-Tuning of Large Language Models
Min Chen, Zihan Wang, Canyu Chen, Zeguan Wu, Manling Li, Junyu Liu
arXiv preprint
π Arxiv
Information Bottleneck-guided MLPs for Robust Spatial-Temporal Forecasting
Min Chen, Guansong Pang, Wenjun Wang, Cheng Yan
ICML 2025
π Openreview | π» Code
Catapult Dynamics and Phase Transitions in Quadratic Nets
David Meltzer, Min Chen, Junyu Liu
J. Stat. Mech.: Theory Exp. (JSTAT)
π Arxiv | π IOPScience
Symbolic analysis of Grover search algorithm via Chain-of-Thought reasoning and quantum-native tokenization
Min Chen, Jinglei Cheng, Pingzhi Li, Haoran Wang, Tianlong Chen, Junyu Liu
npj Quantum Information
π npj QI | π Arxiv | π» Code
An Analytic Theory of Quantum Imaginary Time Evolution
Min Chen, Bingzhi Zhang, Quntao Zhuang, Junyu Liu
arXiv preprint
π Arxiv
Awards & Grants
- Tinker Research Grant, 2025, $5,000 USD, Thinking Machines Lab
Competitive research grant supporting independent research with compute credits and priority technical support.
Services
- Reviewer: KDD 2024, SLLM@ICLR 2025, npj Quantum Information