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I. Timiryasov

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Preprint Sep 2026

Sterile Neutrino Dark Matter Cries for GeV Heavy Neutral Leptons

The ordinary and dark matter in the Universe may share a common origin in the framework of a minimal extension of the Standard Model by three right-handed neutrinos. A pair of such heavy neutral leptons (HNLs) can give masses to neutrinos, generate the baryon asymmetry at the electroweak scale and produce a large lepto...

M. Drewes, Y. Georis, J. Klarić et al. · 0 citations
Preprint Aug 2026

Finding and using interpretable latents in a neutrino foundation model with sparse autoencoders

The first application of sparse-autoencoder-based mechanistic interpretability to particle physics suggests that mechanistic interpretability can reveal learned latent physics encoded within a model's internal representation and help design downstream tasks that exploit it.

Raphaël Bonnet-Guerrini, Johann Ioannou-Nikolaides, I. Timiryasov et al. · 0 citations

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