I am an undergraduate student majoring in Artificial Intelligence at Dalian University of Technology, where I study in the School of Future Technology. My research interests center on autonomous scientific discovery and self-improving agents.

I also write on my personal blog. My personal wiki is actively maintained by agents.

The publications page shows details of works I evolved, and the projects page shows my hobby projects and ongoing researches.

Research Interests

• AI for scientific research: self-evolving agent, AI scientist and autonomous scientific research
• AI for biology: protein optimization, structure embedding and protein hydration

News

• May. 2026 Our paper KnowEvo: Knowledge Evolution for Protein Optimization submitted to NeurIPS 2026 Conference.
• Mar. 2026 Our paper Language-guided expertise evolution for protein optimization was accepted as a poster at the ICLR 2026 Workshop on AI with Recursive Self-Improvement.
• Jan. 2026 I was invited by MiraclePlus (奇绩创坛) for an interview on protein optimization and ranked in the top 10%.
• Jun. 2025 I received First Prize in the Dalian University of Technology Information Security Competition.
• Jun. 2025 Our paper Motif-driven molecular graph representation learning was accepted by Expert Systems With Applications.

Current Work

• (New) AI for scientific research and self-improving LLMs/agents: Why agents perform badly on research tasks, and how to address this problem?
• Knowledge evolution for protein optimization
• Protein hydration analysis across mutations
• Molecular representation learning for LLMs and GNNs

For paper-level details, please see the publications page or my Google Scholar profile.

Selected Honors

• National Scholarship, 2024-2025
• Academic Excellence Scholarship, 2023-2024 and 2024-2025