Author

Bo Jin

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Sep 2026

Dynamic graph representation learning based on multi-scale attention.

A Multi-scale Attention-based Dynamic Graph Network (MADGN) integrating structure-aware modeling and hierarchical attention is proposed, which outperforms state-of-the-art baselines on dynamic link prediction, dynamic new link prediction, and node classification tasks.

Ping-Tao Duan, Yan-Qun Wu, Jia-Yi Wei et al. · Neural Networks · 0 citations

Conference Open access 2026

SiLP: Enhancing Non-Dominant Language Capabilities with a Selective Bidirectional Language Projection Framework

This work proposes a selective bidirectional language projection framework that enables efficient multilingual alignment and language shift using the intrinsic parameters and demonstrates that it remarkably enhances the performance of non-dominant languages.

Junpeng Liu, Jiuyi Li, Kaiyu Huang et al. · Annual Meeting of the Associ... · 0 citations