2 papers
cs.LG2026
Radial Suppression Accelerates Algorithmic Generalization: A Geometric Analysis of Delayed Generalization
Srijan Tiwari, Aditya Chauhan, Manjot Singh
Why do neural networks memorize algorithmic training data long before they generalize? We present a geometric case study demonstrating that, on tasks where generalization requires…
cs.NE2023
Expressivity of Spiking Neural Networks
Manjot Singh, Adalbert Fono, Gitta Kutyniok
The synergy between spiking neural networks and neuromorphic hardware holds promise for the development of energy-efficient AI applications. Inspired by this potential, we revisit…