Giuseppe Lisanti

Spectral Gating via Damped Oscillations for Adaptive Implicit Neural Representations

This work proposes to model each neuron's activation as the steady-state response of a sinusoidally-forced damped harmonic oscillator, whose amplitude naturally governs the network's spectral selectivity during training, and achieves state-of-the-art or competitive results against established INRs, while requiring no t...