Hyper-RAG
Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation
News
2022 — 20262026
Aug. 2026 Awarded an NSFC General Program grant as Principal Investigator. NSFC
Jun. 2026 Selected for the Postdoctoral Innovation Talent Support Program (BX Program). BX Program
Jun. 2026 Paper "How Powerful are Hypergraph Neural Networks?" accepted by IEEE TPAMI. IEEE TPAMI
Jun. 2026 Hyper-KGGen received an Oral presentation at KDD 2026. Oral
Apr. 2026 Released Hyper-Extract, an open-source framework for general knowledge extraction over cross-domain, multi-type data structures. Open Source
Mar. 2026 Paper "Hyper-RAG" accepted by Nature Communications. Nature Portfolio
Mar. 2026 Paper "Knowledge-Embedded Hypergraph Neural Networks" accepted by IEEE TPAMI. IEEE TPAMI
Jan. 2026 Doctoral dissertation nominated for the CSIG Doctoral Dissertation Incentive Program. Award
2025
Dec. 2025 Three papers (Hypergraph Foundation Model, HGNN Shield, HGNNv2) accepted by IEEE TPAMI. IEEE TPAMI ×3
Nov. 2025 Paper Cog-RAG accepted by AAAI 2026. AAAI
Sep. 2025 Listed among the World's Top 2% Scientists (2024 & 2025). Award
Sep. 2025 Paper "Reinterpreting Hypergraph Kernels" accepted by IEEE TPAMI. IEEE TPAMI
Jul. 2025 Selected as a Shuimu Tsinghua Scholar. Award
Jul. 2025 Paper "Self-Supervised Hypergraph Training Framework" accepted by IEEE TPAMI. IEEE TPAMI
Jun. 2025 Named Tsinghua University Academic Rising Star (10 recipients university-wide). Award
Jun. 2025 Named Beijing Outstanding Graduate. Award
Jun. 2025 Paper "Kernelized Hypergraph Neural Networks" accepted by IEEE TPAMI. IEEE TPAMI
Jun. 2025 Paper Hyper-Depth accepted by ICCV 2025. ICCV
Mar. 2025 Paper "Hypergraph Foundation Model for Brain Disease Diagnosis" accepted by IEEE TNNLS. IEEE TNNLS
Feb. 2025 Paper "Mode Hypergraph Neural Network" accepted by IEEE TNNLS. IEEE TNNLS
Jan. 2025 Paper "Beyond Graphs" accepted by ICLR 2025. ICLR
Jan. 2025 Paper "Residual Fuzzy Alignment on Hypergraph" accepted by IEEE TMM. IEEE TMM
2024
Dec. 2024 Two papers (Hyper-YOLO, Cross-Modal 3D Shape Retrieval) accepted by IEEE TPAMI. IEEE TPAMI ×2
Nov. 2024 Paper "Hypergraph-Based Remaining Prototype Alignment" accepted by IEEE TMM. IEEE TMM
Dec. 2024 Received the First-class Comprehensive Excellence Scholarship, Tsinghua University (third consecutive year, 2022–2024). Award
Sep. 2024 Three papers accepted by NeurIPS 2024. NeurIPS ×3
Jul. 2024 Received the ICME 2024 Best Student Paper Award. Award
May. 2024 Awarded the NSFC Young Student Basic Research Program (PhD Candidate), first cohort. NSFC
Apr. 2024 Won the Silver Medal at the Geneva International Exhibition of Inventions (student first). Award
Apr. 2024 One paper accepted by IJCAI 2024. IJCAI
Apr. 2024 One paper accepted by IEEE TIP. IEEE TIP
Jan. 2024 Two papers accepted by ICLR 2024. ICLR
2023
Dec. 2023 Named Person of the Year 2023 (Research Innovation), School of Software, Tsinghua University. Award
Dec. 2023 One paper accepted by IEEE TPAMI. IEEE TPAMI
Nov. 2023 One paper accepted by IEEE TPAMI. IEEE TPAMI
Oct. 2023 One paper accepted by IEEE TNNLS. IEEE TNNLS
2022
Dec. 2022 v0.9.3 of DHG released: a new hypergraph dataset, bug fixes, and new hypergraph operations. Release
Sep. 2022 v0.9.2 of DHG released: 21 datasets, 6 SOTA methods, and structure/feature visualizations. Release
Sep. 2022 One paper accepted by IEEE TPAMI. IEEE TPAMI
Jul. 2022 One paper accepted by Computers & Graphics. C&G
May. 2022 One paper accepted by IEEE TPAMI. IEEE TPAMI
Selected Publications
HypergraphHyper-KGGen
Hyper-KGGen: A Skill-Driven Knowledge Extractor for High-Quality Knowledge Hypergraph Generation
Hyper-YOLO
Hyper-YOLO: When Visual Object Detection Meets Hypergraph Computation
HGNN