4 papers
ViSR-KGC: Visual Subgraph Reasoning with Vision-Language Models for Multimodal Knowledge Graph Completion
Jiafan Li, Mengxue Yang, Jiaqi Zhu +3
Knowledge graph completion (KGC) aims to infer missing entities or relations from incomplete graph structures, and has evolved into multimodal knowledge graph completion (MMKGC), w…
SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion
Mengxue Yang, Chun Yang, Jiaqi Zhu +4
Link prediction in knowledge graphs requires integrating structural information and semantic context to infer missing entities. While large language models offer strong generative…
(BAA)-branes from higher Teichmüller theory
Eric Y. Chen, Enya Hsiao, Mengxue Yang
Interpreting certain holomorphic Lagrangians that arise from the relative Langlands program, we construct moduli stacks underlying the generalized Slodowy categories of Collier--Sa…
Conformal limits in Cayley components and -positive opers
Georgios Kydonakis, Mengxue Yang
We study Gaiotto's conformal limit for the -Hitchin equations, when is a simple real Lie group admitting a -positive structure. We identify a fa…