Author

Manjot Singh

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#machine learning Preprint Sep 2026

Polyhedral Geometry of Time-to-First-Spike Neural Networks

This work formalizes causal regions as polyhedral regions with fixed causal sets and derive upper and lower bounds on the maximal number of causal regions in both shallow and multilayer feedforward spiking networks.

Manjot Singh, Guido Montúfar, Gitta Kutyniok · 0 citations