Shuimu Scholar & Postdoc Researcher @ Tsinghua University
Pioneering Hypergraph Computation, Knowledge Extraction and Representation, Retrieval-Augmented Generation (RAG), and Multi-Agent Systems (MAS).
- 🏆 Top 2% Scientist Worldwide (2024/2025)
- 🏅 Shuimu Scholar (水木学者) @ Tsinghua University (2025)
- 💎 Academic Rookie Award (学术新秀) @ Tsinghua University (2025) - Top 10 university-wide
- 🥈 Silver Medal @ International Exhibition of Inventions Geneva (2024)
- 🎓 Program Chair Member @ WWW 2026, AAAI 2026, KDD 2026
Published 30+ papers in international journals and conferences including Nature Communications, TPAMI (9 papers), CVPR, ICLR, and AAAI.
- 🔥 [Nature Communications] Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation (2026)
- 🛡️ [IEEE TPAMI] HGNN Shield: Defending Hypergraph Neural Networks Against High-Order Structure Attack (2026)
- 🌌 [IEEE TPAMI] Hypergraph Foundation Model (2026)
- 👁️ [IEEE TPAMI] Hyper-YOLO: When Visual Object Detection Meets Hypergraph Computation (2025) - Highly Cited
- 🧠 [IEEE TPAMI] HGNN+: Towards General Hypergraph Neural Networks (2022) - Highly Cited

