arxivcs.LGstat.ML2026-07-23
Smooth Neural Point Processes via B-Splines
Michele Bellomo, Riccardo Ramaschi, Alberto Dolara, Tomaso Aste
Temporal point processes (TPPs) provide a general and flexible framework for modeling sequences of events in continuous time. Neural networks have been successfully employed to model TPPs in a highly expressive and data-driven way. Neural TPPs are typically trained via Maximum Li…