Search Results for author: Ciyuan Peng

Found 4 papers, 0 papers with code

Learning on Multimodal Graphs: A Survey

no code implementations7 Feb 2024 Ciyuan Peng, Jiayuan He, Feng Xia

This survey paper conducts a comparative analysis of existing works in multimodal graph learning, elucidating how multimodal learning is achieved across different graph types and exploring the characteristics of prevalent learning techniques.

Graph Learning

Knowledge Graphs: Opportunities and Challenges

no code implementations24 Mar 2023 Ciyuan Peng, Feng Xia, Mehdi Naseriparsa, Francesco Osborne

With the explosive growth of artificial intelligence (AI) and big data, it has become vitally important to organize and represent the enormous volume of knowledge appropriately.

Knowledge Graph Embeddings

Physics-Informed Graph Learning

no code implementations22 Feb 2022 Ciyuan Peng, Feng Xia, Vidya Saikrishna, Huan Liu

The graph learning models suffer from the inability to efficiently learn graph information.

Graph Learning

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