A Methodological Report on Anomaly Detection on Dynamic Knowledge Graphs

no code implementations • 12 Aug 2024 • Xiaohua Lu, Leshanshui Yang

Our approach significantly outperforms the baseline on the ISWC 2024 Dynamic Knowledge Graph Anomaly Detection dataset, providing a robust solution for anomaly detection in dynamic complex data.

Ensemble Learning Graph Anomaly Detection +1

Integrating Chemical Language and Molecular Graph in Multimodal Fused Deep Learning for Drug Property Prediction

no code implementations • 29 Dec 2023 • Xiaohua Lu, Liangxu Xie, Lei Xu, Rongzhi Mao, Shan Chang, Xiaojun Xu

The advantage of the multimodal model lies in its ability to process diverse sources of data using proper models and suitable fusion methods, which would enhance the noise resistance of the model while obtaining data diversity.

Deep Learning Drug Discovery +4