Multi-modal Entity Alignment
8개 벤치마크 · 논문 21편 · 이 태스크의 논문 보기 →
Benchmarks
UMVM-dbp-fr-en
UMVM-dbp-ja-en
UMVM-dbp-zh-en
UMVM-oea-d-w-v1
UMVM-oea-en-de
UMVM-oea-en-fr
UMVM-oea-d-w-v2
MMKG
Most implemented
Visual Pivoting for (Unsupervised) Entity Alignment
Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal Perspective
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment
Progressively Modality Freezing for Multi-Modal Entity Alignment
Noise-powered Multi-modal Knowledge Graph Representation Framework
Papers
MyGram: Modality-aware Graph Transformer with Global Distribution for Multi-modal Entity Alignment
Multi-modal entity alignment aims to identify equivalent entities between two multi-modal Knowledge graphs by integrating multi-modal data, such as images and text, to enrich the semantic representations of entities. How…
Multi-modal Entity AlignmentKnowledge GraphsLearning with Dual-level Noisy Correspondence for Multi-modal Entity Alignment
Multi-modal entity alignment (MMEA) aims to identify equivalent entities across heterogeneous multi-modal knowledge graphs (MMKGs), where each entity is described by attributes from various modalities. Existing methods t…
Multi-modal Entity AlignmentKnowledge GraphsMitigating Modality Bias in Multi-modal Entity Alignment from a Causal Perspective
Multi-Modal Entity Alignment (MMEA) aims to retrieve equivalent entities from different Multi-Modal Knowledge Graphs (MMKGs), a critical information retrieval task. Existing studies have explored various fusion paradigms…
counterfactualEntity AlignmentInformation RetrievalKnowledge Graphs+1MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment
Multi-modal entity alignment (MMEA) is essential for enhancing knowledge graphs and improving information retrieval and question-answering systems. Existing methods often focus on integrating modalities through their com…
Entity AlignmentInformation RetrievalKnowledge GraphsManagement+3LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity Alignment
Multi-modal entity alignment (MMEA) aims to identify equivalent entities between two multi-modal knowledge graphs (MMKGs), whose entities can be associated with relational triples and related images. Most previous studie…
Entity AlignmentGraph AttentionKnowledge GraphsMulti-modal Entity AlignmentIBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment
Multi-modal entity alignment (MMEA) aims to identify equivalent entities between multi-modal knowledge graphs (MMKGs), where the entities can be associated with related images. Most existing studies integrate multi-modal…
Entity AlignmentKnowledge GraphsMulti-modal Entity Alignment