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Adalbert Fono

2 accepted papers

2026

The Price of Robustness: Stable Classifiers Need Overparameterization

ICLR 2026poster

The relationship between overparameterization, stability, and generalization remains incompletely understood in the setting of discontinuous classifiers. We address this gap by establishing a generalization bound for finite function classes that improves inversely with _class stability_, defined…

Cited by 0SourceScholar
2025

Time to Spike? Understanding the Representational Power of Spiking Neural Networks in Discrete Time

ICML 2025poster

Recent years have seen significant progress in developing spiking neural networks (SNNs) as a potential solution to the energy challenges posed by conventional artificial neural networks (ANNs). However, our theoretical understanding of SNNs remains relatively limited compared to the ever-growing bo…

Cited by 0SourcePDFScholar