activity
20202024
most citedKnowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey

31 citations · 131 across the 30 of their papers we have counts for

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Showing 2022 · cs.AIShow all

6 papers · 2 filters

cs.AI2022★ 5 cited

MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid

Zhuo Chen, Jiaoyan Chen, Wen Zhang +8

Multi-modal entity alignment (MMEA) aims to discover identical entities across different knowledge graphs (KGs) whose entities are associated with relevant images. However, current…

cs.AI2022★ 1 cited

Tele-Knowledge Pre-training for Fault Analysis

Zhuo Chen, Wen Zhang, Yufeng Huang +14

In this work, we share our experience on tele-knowledge pre-training for fault analysis, a crucial task in telecommunication applications that requires a wide range of knowledge no…

cs.AI2022★ 7 cited

Relational Message Passing for Fully Inductive Knowledge Graph Completion

Yuxia Geng, Jiaoyan Chen, Jeff Z. Pan +4

In knowledge graph completion (KGC), predicting triples involving emerging entities and/or relations, which are unseen when the KG embeddings are learned, has become a critical cha…

cs.AI2022★ 7 cited

Knowledge Graph Completion with Pre-trained Multimodal Transformer and Twins Negative Sampling

Yichi Zhang, Wen Zhang

Knowledge graphs (KGs) that modelings the world knowledge as structural triples are inevitably incomplete. Such problems still exist for multimodal knowledge graphs (MMKGs). Thus,…

cs.AI2022

Disentangled Ontology Embedding for Zero-shot Learning

Yuxia Geng, Jiaoyan Chen, Wen Zhang +6

Knowledge Graph (KG) and its variant of ontology have been widely used for knowledge representation, and have shown to be quite effective in augmenting Zero-shot Learning (ZSL). Ho…

cs.AI2022★ 13 cited

Knowledge Graph Reasoning with Logics and Embeddings: Survey and Perspective

Wen Zhang, Jiaoyan Chen, Juan Li +3

Knowledge graph (KG) reasoning is becoming increasingly popular in both academia and industry. Conventional KG reasoning based on symbolic logic is deterministic, with reasoning re…