1 code implementation • 14 Feb 2024 • Juanhui Li, Haoyu Han, Zhikai Chen, Harry Shomer, Wei Jin, Amin Javari, Jiliang Tang
To integrate text information, various methods have been introduced, mostly following a naive fusion framework.
no code implementations • 13 Feb 2024 • Li Ma, Haoyu Han, Juanhui Li, Harry Shomer, Hui Liu, Xiaofeng Gao, Jiliang Tang
Link prediction, which aims to forecast unseen connections in graphs, is a fundamental task in graph machine learning.
1 code implementation • 2 Nov 2023 • Harry Shomer, Yao Ma, Juanhui Li, Bo Wu, Charu C. Aggarwal, Jiliang Tang
A new class of methods have been proposed to tackle this problem by aggregating path information.
1 code implementation • 17 Oct 2023 • Harry Shomer, Yao Ma, Haitao Mao, Juanhui Li, Bo Wu, Jiliang Tang
In recent years, a new class of methods has emerged that combines the advantages of message-passing neural networks (MPNN) and heuristics methods.
1 code implementation • 1 Oct 2023 • Haitao Mao, Juanhui Li, Harry Shomer, Bingheng Li, Wenqi Fan, Yao Ma, Tong Zhao, Neil Shah, Jiliang Tang
We recognize three fundamental factors critical to link prediction: local structural proximity, global structural proximity, and feature proximity.
1 code implementation • NeurIPS 2023 • Juanhui Li, Harry Shomer, Haitao Mao, Shenglai Zeng, Yao Ma, Neil Shah, Jiliang Tang, Dawei Yin
Furthermore, new and diverse datasets have also been created to better evaluate the effectiveness of these new models.
1 code implementation • 10 Feb 2023 • Harry Shomer, Wei Jin, Wentao Wang, Jiliang Tang
It aims to predict unseen edges by learning representations for all the entities and relations in a KG.
1 code implementation • 30 Aug 2022 • Harry Shomer, Wei Jin, Juanhui Li, Yao Ma, Jiliang Tang
It motivates us to design a framework that utilizes multiple aggregators to learn representations for hyper-relational facts: one from the perspective of the base triple and the other one from the perspective of the qualifiers.
1 code implementation • 15 Jun 2022 • Jamell Dacon, Harry Shomer, Shaylynn Crum-Dacon, Jiliang Tang
Online discussions, panels, talk page edits, etc., often contain harmful conversational content i. e., hate speech, death threats and offensive language, especially towards certain demographic groups.
1 code implementation • 21 May 2022 • Juanhui Li, Harry Shomer, Jiayuan Ding, Yiqi Wang, Yao Ma, Neil Shah, Jiliang Tang, Dawei Yin
This suggests a conflation of scoring function design, loss function design, and MP in prior work, with promising insights regarding the scalability of state-of-the-art KGC methods today, as well as careful attention to more suitable MP designs for KGC tasks tomorrow.