Nature Communications
Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation Nature 子刊 IF 18.9
荣誉奖项
2022 —2026
2026.06 博士后创新人才支持计划 （博新计划）
2026.01 中国图像图形学学会博士学位论文激励计划 （提名）
2025
2025.09 全球前 2% 顶尖科学家
2025.07 清华大学水木学者
2025.06 清华大学学术新秀 （全校仅 10 人）
2025.06 北京市优秀毕业生
2024
2024.12 清华大学综合优秀奖学金 （一等）
2024.09 全球前 2% 顶尖科学家
2024.07 ICME 2024 最佳学生论文奖
2024.05 首批国家自然科学基金青年学生基础研究项目（博士研究生）
2024.04 日内瓦国际发明展银奖 （学生第一）
2023
2023.12 清华大学软件学院 2023 年度人物 （科研创新）
2023.12 清华大学综合优秀奖学金 （一等）
2022
2022.12 清华大学综合优秀奖学金 （一等）
科研项目
2024 — 2027 — 2029 国家自然科学基金面上项目 低资源场景下超图驱动的大模型认知增强机制研究 50 万元 主持
2026 — 2027 博士后创新人才支持计划（博新计划） 欠定环境下超图驱动的大模型幻觉抑制机制研究 64 万元 主持
2025 — 2029 国家科技重大专项子课题 肿瘤免疫治疗耐药机制解析与 AI 驱动的干预策略研究 100 万元 主持
2024 — 2026 国家自然科学基金青年学生基础研究项目（博士研究生） 基于高阶关联的蛋白质三维结构建模与分析 30 万元 主持
学术论文
2018 —2026
8 篇KDD
Hyper-KGGen: A Skill-Driven Knowledge Extractor for High-Quality Knowledge Hypergraph Generation Oral 报告
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 篇IEEE TPAMI
Hyper-YOLO: When Visual Object Detection Meets Hypergraph Computation 谷歌学术引用 500+ 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 篇IEEE TPAMI
IEEE TPAMI
ICLR
ICME
Structure-aware Residual-Center Representation for Self-Supervised Open-set 3D Cross-Modal Retrieval Oral · 最佳学生论文奖
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 报告
IEEE TIP
Multi-View Time-Series Hypergraph Neural Network for Action Recognition
2023
1 篇IEEE TNNLS
Hierarchical Set-to-set Representation for 3D Cross-modal Retrieval
2022
3 篇IEEE TPAMI
Computers & Graphics
IEEE TPAMI
Generating Hypergraph-Based High-Order Representations of Whole-Slide Histopathological Images for Survival Prediction IF 22.2
2020
1 篇KDD
Dual Channel Hypergraph Collaborative Filtering 谷歌学术引用 200+
2019
6 篇AAAI
AAAI
AAAI
IJCAI
ACM TOMM
Physiological Signals-based Emotion Recognition via High-order Correlation Learning
ICIP
Emotion Recognition by Edge-Weighted Hypergraph Neural Network