Symmetry‐Aware Equivariant Network for Discovering SHG‐Active Materials

Ivan S. Trofimov, Liudmila Klimova, Ivan A. Kruglov

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: Nonlinear optics materials, equivariant neural network, second harmonic generation tensor prediction

TL;DR: First known neural network for full second harmonic generation tensor prediction, state-of-the-art approach.

Confirmation Of Submission Requirements: I submit a previously published paper. It was published in an archival peer–reviewed venue on or after September 1st 2025, I specify the DOI in the field below, and I submit the camera-ready version of the paper.

DOI: https://doi.org/10.1002/adfm.202523683

Submission Number: 22