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

The publications page shows details of works I evolved, and the projects page shows my hobby projects and ongoing researches. I also write on my personal blog. My personal wiki is actively maintained by agents.

Research Interests

• AI for Scientific Research: AI scientist, autonomous scientific research agent
• Recursive Self-Improvement (RSI): self-improvement agent, external knowledge evolution
• AI for Science: protein hydration embedding, protein optimization, molecular representation

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

• (Ongoing) AI for scientific research: agents that propose diverse and novel ideas, and recursively refine them with feedback.
• (Ongoing) Hydration embedding for enzyme optimization: Hydration representations can improve the performance of enzyme activity prediction (\(k_m\), \(k_{cat}\)) tasks.
• Knowledge evolution for protein optimization: external knowlege representation that evolves from computational feedback for protein optimization tasks, featuring explainable knowledge and replaceble computational backends.
• 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, 2024-2025
• Academic Excellence Scholarship, 2023-2024