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20232026
most citedQuantum Physics-Informed Neural Networks for Maxwell's Equations: Circuit Design, "Black Hole" Barren Plateaus Mitigation, and GPU Acceleration

2 citations · 3 across the 11 of their papers we have counts for

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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…