HYPER^2: Hyperbolic Poincare Embedding for Hyper-Relational Link Prediction. - Shiyao Yan; Zequn Zhang; Xian Sun; Guangluan Xu; Li Jin 001; Shuchao Li (CoRR, 2021)

PolygonE: Modeling N-ary Relational Data as Gyro-Polygons in Hyperbolic Space. - Shiyao Yan; Zequn Zhang; Xian Sun; Guangluan Xu; Shuchao Li; Qing Liu 021; Nayu Liu; Shensi Wang (AAAI, 2022)

Representation learning of knowledge graphs with the interaction between entity types and relations. - Shensi Wang; Kun Fu 001; Xian Sun; Zequn Zhang; Shuchao Li; Shiyao Yan (Neurocomputing, 2022)

HYPER2: Hyperbolic embedding for hyper-relational link prediction. - Shiyao Yan; Zequn Zhang; Xian Sun; Guangluan Xu; Li Jin 001; Shuchao Li (Neurocomputing, 2022)

Modeling N-ary relational data as gyro-polygons with learnable gyro-centroid. - Shiyao Yan; Zequn Zhang; Guangluan Xu; Xian Sun; Shuchao Li; Shensi Wang (Knowl. Based Syst., 2022)

TOT：Topology-Aware Optimal Transport for Multimodal Hate Detection. - Linhao Zhang; Li Jin 001; Xian Sun; Guangluan Xu; Zequn Zhang; Xiaoyu Li 004; Nayu Liu; Qing Liu 021; Shiyao Yan (AAAI, 2023)

TOT: Topology-Aware Optimal Transport For Multimodal Hate Detection. - Linhao Zhang; Li Jin 001; Xian Sun; Guangluan Xu; Zequn Zhang; Xiaoyu Li 004; Nayu Liu; Shiyao Yan; Qing Liu 021 (CoRR, 2023)

Optimal Partition Assignment for Universal Object Detection. - Yiran Yang; Xian Sun; Wenhui Diao; Xuee Rong; Shiyao Yan; Dongshuo Yin; Xinming Li (IEEE Trans. Multim., 2023)

Tackling higher-order relations and heterogeneity: Dynamic heterogeneous hypergraph network for spatiotemporal activity prediction. - Changyuan Tian; Zequn Zhang; Fanglong Yao; Zhi Guo; Shiyao Yan; Xian Sun (Neural Networks, 2023)

GAL: Graph-Induced Adaptive Learning for Weakly Supervised 3D Object Detection. - Dongshuo Yin; Hongfeng Yu; Nayu Liu; Fanglong Yao; Qibin He; Jihao Li; Yiran Yang; Shiyao Yan; Xian Sun (IEEE Trans. Intell. Transp. Syst., 2023)

SKYPER: Legal case retrieval via skeleton-aware hypergraph embedding in the hyperbolic space. - Shiyao Yan; Zequn Zhang (Inf. Sci., 2024)

LollipopE: Bi-centered lollipop embedding for complex logic query on knowledge graph. - Shiyao Yan; Changyuan Tian; Zequn Zhang; Guangluan Xu (Neural Networks, 2024)

How to learn new knowledge: a multimodal contrastive learning framework for open-world knowledge graph completion. - Shensi Wang; Kun Fu 001; Xian Sun; Zequn Zhang; Li Jin 001; Yuying Shang; Shiyao Yan (Appl. Intell., 2025)