In response to these issues, in this work, we propose a novel multi-modal entity alignment approach, Hyperbolic multi-modal entity alignment(HMEA), which extends the Euclidean representation to hyperboloid manifold. We first adopt the Hyperbolic Graph Convolutional Networks (HGCNs) to learn ...
Multi-Modal Entity Alignment (MMEA) is a critical task that aims to identify equivalent entity pairs across multi-modal knowledge graphs (MMKGs). However, this task faces challenges due to the presence of different types of information, including neighboring entities, multi-modal attributes, and ...
@article{GSIEA, author = {Zhang, Yan and Luo, Xiangyu and Hu, Jing and Zhang, Miao and Xiao, Kui and Li, Zhifei}, title = {Graph structure prefix injection transformer for multi-modal entity alignment}, journal = {Information Processing & Management}, volume = {62}, number = {3}, ...
MIT license SNAG In this work, we introduce aUnified Multi-Modal Knowledge Graph (MMKG) Representation Frameworkthat incorporates tailored training objectives for Multi-modal Knowledge Graph Completion (MKGC) and Multi-modal Entity Alignment (MMEA). Our approach achieves SOTA performance across a compre...
Entity Alignment (EA) is a crucial task in knowledge fusion, which aims to link entities with the same real-world identity from different Knowledge Graphs (KGs). Existing methods have achieved satisfactory performance, however, they mainly focus on single modal KG, which is difficult to be effec...
Probing the impacts of visual context in multimodal entity alignment Data Sci. Eng., 8 (2) (Apr. 2023), pp. 124-134 10.1007/s41019-023-00208-9 View in ScopusGoogle Scholar 78. W. Zhao, D. Zhou, B. Cao, K. Zhang, J. Chen Adversarial modality alignment network for cross-modal mole...
MNER-QG: An End-to-End MRC Framework for Multimodal Named Entity Recognition with Query GroundingJia Meihuizi; Shen Lei; Shen Xin; Liao Lejian; Chen Meng; He Xiaodong; Chen Zhendong; Li Jiaqi Joint Multimodal Entity-Relation Extraction Based on Edgeenhanced Graph Alignment Network and Word-pair...
A benchmark and comprehensive survey on knowledge graph entity alignment via representation learning Article 24 May 2022 Github Repository:: https://github.com/nle-ml/mmkb Permanent URL:: https://zenodo.org/record/1245698 1 Introduction A large volume of human knowledge can be represented with...
Name Last commit message Last commit date Latest commit History 7 Commits README.md config.json evaluation.py kgs.py main.py model.py utils.py Codes for the paper "Multi-modal Siamese Network for Entity Alignment" published in Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery...
【EMNLP 2024🔥】Video-LLaVA: Learning United Visual Representation by Alignment Before Projection multi-modalinstruction-tuninglarge-vision-language-model UpdatedDec 3, 2024 Python A C#/.NET library to run LLM (🦙LLaMA/LLaVA) on your local device efficiently. ...