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Jiafan Li

3 accepted papers

2025

Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks

IJCAI 2025

Nowadays, numerous online platforms can be described as multi-modal heterogeneous networks (MMHNs), such as Douban's movie networks and Amazon's product review networks. Accurately categorizing nodes within these networks is crucial for analyzing the corresponding entities, which requires effective

2025

SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion

EMNLP 2025

Link prediction in knowledge graphs (KGs) requires integrating structural information and semantic context to infer missing entities. While large language models (LLMs) offer strong generative reasoning capabilities, their limited exploitation of structural signals often results in *structural spars

Cited by 0SourcePDFScholar
2024

Advancement in Graph Understanding: A Multimodal Benchmark and Fine-Tuning of Vision-Language Models

ACL 2024long

Graph data organizes complex relationships and interactions between objects, facilitating advanced analysis and decision-making across different fields. In this paper, we propose a new paradigm for interactive and instructional graph data understanding and reasoning.Instead of adopting complex graph…

Cited by 3SourcePDFScholar