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), aiming to discover matching entity pairs on two multi-modal knowledge graphs (MMKGs), is an essential task in knowledge graph fusion. Through mining feature information of MMKGs, entities are aligned to tackle the issue that an MMKG is incapable of effective...
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...
{Zhuo Chen and Lingbing Guo and Yin Fang and Yichi Zhang and Jiaoyan Chen and Jeff Z. Pan and Yangning Li and Huajun Chen and Wen Zhang}, title = {Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment}, booktitle = {{ISWC}}, series = {Lecture ...
1Branch0Tags Code README 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...
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...
et al. BBKNN: fast batch alignment of single cell transcriptomes. Bioinformatics 36, 964–965 (2020). PubMed Google Scholar Cui, Y. et al. Metastasis-associated protein 2 is a repressor of estrogen receptor α whose overexpression leads to estrogen-independent growth of human breast cancer ...
An entity is the meaning of the rows or columns of each data matrix. For example, “cells batch1”, “cells batch2”, “genes”, “regions”, “proteins” are entities. We denote single cell data matrix from the ith cell batch and jth modality as Xij, where the rows of Xij ...
Multi-modal Entity Alignment👈 🔎 Benchmarks [ICLR 2024] Revisit and Outstrip Entity Alignment: {A} Perspective of Generative Models. [arXiv 2024] Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity Alignment. [EMNLP 2023] Multi-Modal Knowledge Graph Transformer ...
release Aug 21, 2022 f496abd·Aug 21, 2022 History 3 Commits README.md config.json evaluation.py kgs.py main.py model.py utils.py Codes for paper "Multi-modal Siamese Network for Entity Alignment" published in Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data ...