A survey of knowledge graph reasoning on graph types: Static, dynamic, and multi-modal

K Liang, L Meng, M Liu, Y Liu, W Tu… - … on Pattern Analysis …, 2024 - ieeexplore.ieee.org
Knowledge graph reasoning (KGR), aiming to deduce new facts from existing facts based on
mined logic rules underlying knowledge graphs (KGs), has become a fast-growing research …

Multi-modal knowledge graph construction and application: A survey

X Zhu, Z Li, X Wang, X Jiang, P Sun… - … on Knowledge and …, 2022 - ieeexplore.ieee.org
Recent years have witnessed the resurgence of knowledge engineering which is featured
by the fast growth of knowledge graphs. However, most of existing knowledge graphs are …

Towards multimodal knowledge graphs for data spaces

A Usmani, MJ Khan, J G. Breslin, E Curry - Companion Proceedings of …, 2023 - dl.acm.org
Multimodal knowledge graphs have the potential to enhance data spaces by providing a
unified and semantically grounded structured representation of multimodal data produced …

Richpedia: a large-scale, comprehensive multi-modal knowledge graph

M Wang, H Wang, G Qi, Q Zheng - Big Data Research, 2020 - Elsevier
Large-scale knowledge graphs such as Wikidata and DBpedia have become a powerful
asset for semantic search and question answering. However, most of the knowledge graph …

TIVA-KG: A multimodal knowledge graph with text, image, video and audio

X Wang, B Meng, H Chen, Y Meng, K Lv… - Proceedings of the 31st …, 2023 - dl.acm.org
Knowledge graphs serve as a powerful tool to boost model performances for various
applications covering computer vision, natural language processing, multimedia data …

Mmkgr: Multi-hop multi-modal knowledge graph reasoning

S Zheng, W Wang, J Qu, H Yin… - 2023 IEEE 39th …, 2023 - ieeexplore.ieee.org
Multi-modal knowledge graphs (MKGs) include not only the relation triplets, but also related
multi-modal auxiliary data (ie, texts and images), which enhance the diversity of knowledge …

Mmpedia: A large-scale multi-modal knowledge graph

Y Wu, X Wu, J Li, Y Zhang, H Wang, W Du, Z He… - International semantic …, 2023 - Springer
Abstract Knowledge graphs serve as crucial resources for various applications. However,
most existing knowledge graphs present symbolic knowledge in the form of natural …