From Hawkes Processes to Attention: Time-Modulated Mechanisms for Event Sequences

Xinzi Tan, Kejian Zhang, Junhan Yu +1

Marked Temporal Point Processes (MTPPs) arise naturally in medical, social, commercial, and financial domains. However, existing Transformer-based methods mostly inject temporal in…