2 papers
cs.LG2026
Neural Networks Generalize on Low Complexity Data
Sourav Chatterjee, Timothy Sudijono
We show that feedforward neural networks with ReLU activation generalize on low complexity data, suitably defined. Given i.i.d.~data generated from a simple programming language, t…
math.ST2025
Non-identifiability distinguishes Neural Networks among Parametric Models
Sourav Chatterjee, Timothy Sudijono
One of the enduring problems surrounding neural networks is to identify the factors that differentiate them from traditional statistical models. We prove a pair of results which di…