3 papers
cs.LG2026
GeoNorm: Unify Pre-Norm and Post-Norm with Geodesic Optimization
Chuanyang Zheng, Jiankai Sun, Yihang Gao +11
The placement of normalization layers, specifically Pre-Norm and Post-Norm, remains an open question in Transformer architecture design. In this work, we rethink these approaches t…
cs.LG2025
Learning Structure-enhanced Temporal Point Processes with Gromov-Wasserstein Regularization
Qingmei Wang, Fanmeng Wang, Bing Su +1
Real-world event sequences are often generated by different temporal point processes (TPPs) and thus have clustering structures. Nonetheless, in the modeling and prediction of even…
cs.LG2025
A Plug-and-Play Bregman ADMM Module for Inferring Event Branches in Temporal Point Processes
Qingmei Wang, Yuxin Wu, Yujie Long +4
An event sequence generated by a temporal point process is often associated with a hidden and structured event branching process that captures the triggering relations between its…