Search Results for author: Yuanyi Wang

Found 3 papers, 3 papers with code

Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism Propagation

1 code implementation5 Feb 2024 Yuanyi Wang, Wei Tang, Haifeng Sun, Zirui Zhuang, Xiaoyuan Fu, Jingyu Wang, Qi Qi, Jianxin Liao

In this paper, we present a propagation perspective to analyze weakly supervised EA and explain the existing aggregation-based EA models.

Entity Alignment Knowledge Graphs

Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity Alignment

1 code implementation31 Jan 2024 Yuanyi Wang, Haifeng Sun, Jiabo Wang, Jingyu Wang, Wei Tang, Qi Qi, Shaoling Sun, Jianxin Liao

This study introduces a novel approach, DESAlign, which addresses these issues by applying a theoretical framework based on Dirichlet energy to ensure semantic consistency.

Attribute Graph Learning +3

Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment Decoding

1 code implementation23 Jan 2024 Yuanyi Wang, Haifeng Sun, Jingyu Wang, Qi Qi, Shaoling Sun, Jianxin Liao

However, the decoding process in EA - essential for effective operation and alignment accuracy - has received limited attention and remains tailored to specific datasets and model architectures, necessitating both entity and additional explicit relation embeddings.

Entity Alignment Entity Embeddings +4

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