most citedQuantum Physics-Informed Neural Networks for Maxwell's Equations: Circuit Design, "Black Hole" Barren Plateaus Mitigation, and GPU Acceleration

2 citations · 2 across the 3 of their papers we have counts for

collaborators
Showing eess.ASShow all

1 paper · 1 filter

eess.AS2025

Spectral Bottleneck in Sinusoidal Representation Networks: Noise is All You Need

Hemanth Chandravamsi, Dhanush V. Shenoy, Itay Zinn +3

This work identifies and attempts to address a fundamental limitation of implicit neural representations with sinusoidal activation. The fitting error of SIRENs is highly sensitive…