Nature Communications
Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation Nature Portfolio Journal IF 18.9
Honors & Awards
2022 —2026
2026.06 Postdoctoral Innovation Talent Support Program (BX Program) （BX Program）
2026.01 CSIG Doctoral Dissertation Incentive Program （Nomination）
2025
2025.09 World's Top 2% Scientists
2025.07 Shuimu Tsinghua Scholar
2025.06 Tsinghua University Academic Rising Star （10 recipients university-wide）
2025.06 Beijing Outstanding Graduate
2024
2024.12 First-class Comprehensive Excellence Scholarship, Tsinghua University （First class）
2024.09 World's Top 2% Scientists
2024.07 ICME 2024 Best Student Paper Award
2024.05 NSFC Young Student Basic Research Program (PhD Candidate), First Cohort
2024.04 Silver Medal, Geneva International Exhibition of Inventions （Student first）
2023
2023.12 Person of the Year 2023 (Research Innovation), School of Software, Tsinghua University （Research Innovation）
2023.12 First-class Comprehensive Excellence Scholarship, Tsinghua University （First class）
2022
2022.12 First-class Comprehensive Excellence Scholarship, Tsinghua University （First class）
Research Grants
2024 — 2027 — 2029 General Program, National Natural Science Foundation of China (NSFC) Hypergraph-Driven Cognitive Enhancement of Large Language Models in Low-Resource Scenarios ¥500K PI
2026 — 2027 Postdoctoral Innovation Talent Support Program Hypergraph-Driven Hallucination Suppression for Large Language Models in Under-Determined Environments ¥640K PI
2025 — 2029 Sub-project, National Science and Technology Major Project Decoding Tumor Immunotherapy Resistance Mechanisms and AI-Driven Intervention Strategies ¥1M PI
2024 — 2026 Young Student Basic Research Program (Doctoral Student), NSFC High-Order Correlation Based 3D Protein Structure Modeling and Analysis ¥300K PI
Publications
2018 —2026
8 papersKDD
Hyper-KGGen: A Skill-Driven Knowledge Extractor for High-Quality Knowledge Hypergraph Generation Oral Presentation
IEEE TPAMI
Hypergraph Foundation Model IF 22.2
IEEE TPAMI
How Powerful are Hypergraph Neural Networks? IF 22.2
IEEE TPAMI
Knowledge-Embedded Hypergraph Neural Networks IF 22.2
IEEE TPAMI
HGNNv2: Stable Hypergraph Neural Networks IF 22.2
IEEE TPAMI
Reinterpreting Hypergraph Kernels: Insights Through Homomorphism Analysis IF 22.2
AAAI
Cog-RAG: Cognitive-Inspired Dual-Hypergraph with Theme Alignment Retrieval-Augmented Generation
2025
11 papersIEEE TPAMI
Hyper-YOLO: When Visual Object Detection Meets Hypergraph Computation 500+ Citations IF 22.2
IEEE TPAMI
HGNN Shield: Defending Hypergraph Neural Networks Against High-Order Structure Attack IF 22.2
IEEE TPAMI
Kernelized Hypergraph Neural Networks IF 22.2
IEEE TPAMI
Self-Supervised Hypergraph Training Framework via Structure-Aware Learning IF 22.2
ICLR
Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?
IEEE TPAMI
Cross-Modal 3D Shape Retrieval via Heterogeneous Dynamic Graph Representation IF 22.2
IEEE TNNLS
Mode Hypergraph Neural Network
IEEE TMM
Hypergraph-Based Remaining Prototype Alignment for Open-Set Cross-Domain Image Retrieval
IEEE TMM
Residual Fuzzy Alignment on Hypergraph for Open-Set 3D Cross-Modal Retrieval
ICCV
Hyper-Depth: Hypergraph-based Multi-Scale Representation Fusion for Monocular Depth Estimation
IEEE TNNLS
Hypergraph Foundation Model for Brain Disease Diagnosis
2024
11 papersIEEE TPAMI
IEEE TPAMI
ICLR
ICME
Structure-aware Residual-Center Representation for Self-Supervised Open-set 3D Cross-Modal Retrieval Oral · Best Student Paper Award
ICLR
ICMR
Triadic Elastic Structure Representation for Open-Set Incremental 3D Object Retrieval
NeurIPS
Multi-scale Consistency for Robust 3D Registration via Hierarchical Sinkhorn Tree
NeurIPS
Semi-Open 3D Object Retrieval via Hierarchical Equilibrium on Hypergraph
NeurIPS
Assembly Fuzzy Representation on Hypergraph for Open-Set 3D Object Retrieval
IJCAI
Negative Prompt Driven Complementary Parallel Representation for Open-World 3D Object Retrieval Oral
IEEE TIP
Multi-View Time-Series Hypergraph Neural Network for Action Recognition
2023
1 papersIEEE TNNLS
Hierarchical Set-to-set Representation for 3D Cross-modal Retrieval
2022
3 papersIEEE TPAMI
Computers & Graphics
IEEE TPAMI
Generating Hypergraph-Based High-Order Representations of Whole-Slide Histopathological Images for Survival Prediction IF 22.2
2020
1 papersKDD
Dual Channel Hypergraph Collaborative Filtering 200+ Citations
2019
6 papersAAAI
AAAI
AAAI
IJCAI
ACM TOMM
Physiological Signals-based Emotion Recognition via High-order Correlation Learning
ICIP
Emotion Recognition by Edge-Weighted Hypergraph Neural Network