https://elliotarledge.com/blog/batmobile #GraphNerds #NeuralNetworks #MathHack #SphericalHarmonics #TechHumor #HackerNews #ngated
Very glad of this new collaborative work "Herglotz-NET: Implicit Neural Representation of Spherical Data with Harmonic Positional Encoding" with Théo Hanon, Nicolas Mil-Homens Cavaco, John Kiely, Laurent Jacques https://arxiv.org/html/2502.13777v1
In this work, we propose Herglotz-NET (HNET), a novel INR architecture that employs a harmonic positional encoding based on complex Herglotz mappings. This encoding yields a well-posed representation on the sphere with interpretable and robust spectral properties. Moreover, we present a unified expressivity analysis showing that any spherical-based INR satisfying a mild condition exhibits a predictable spectral expansion that scales with network depth. Our results establish HNET as a scalable and flexible framework for accurate modeling of spherical data.
An online interactive viewer based on Minute Physics's video on atomic orbitals by @[email protected]
https://asliceofcuriosity.pagesperso-orange.fr/assets/atom/orbitalsApp-1M.html
#orbitals #electrons #sphericalHarmonics # Atoms
I chose to signup up with the #fosstodon server because I strongly believe in using #opensource software that respects our privacy. I am the lead developer of the python based @shtools software that allows you to easily manipulate data expressed in #sphericalharmonics. I wish I had more time to code and contribute to other projects, but alas, I am overcommitted.
Please keep in touch with what our research group is doing by following @IPGP_Planets.