Attention Dispersion in Dynamic Graph Transformers: Diagnosis and a Transferable Fix

Jinhao Zhang, Kangfei Zhao, Qiuhao Zeng +1

Transformer-based architectures have become the dominant paradigm for Continuous-Time Dynamic Graph (CTDG) learning, yet their performance remains limited on temporally shifted dat…