265 citations · 1.7k across the 34 of their papers we have counts for
4 papers · 1 filter
Toward extracting from without binning
Jeffrey V. Backus, Marat Freytsis, Yuval Grossman +2
transitions are known to provide theoretically clean information about the CKM angle , with the most precise available methods exploiting the cascade decay of…
Noise Injection Node Regularization for Robust Learning
Noam Levi, Itay M. Bloch, Marat Freytsis +1
We introduce Noise Injection Node Regularization (NINR), a method of injecting structured noise into Deep Neural Networks (DNN) during the training stage, resulting in an emergent…
Noise Injection as a Probe of Deep Learning Dynamics
Noam Levi, Itay Bloch, Marat Freytsis +1
We propose a new method to probe the learning mechanism of Deep Neural Networks (DNN) by perturbing the system using Noise Injection Nodes (NINs). These nodes inject uncorrelated n…
Multifield Positivity Bounds for Inflation
Marat Freytsis, Soubhik Kumar, Grant N. Remmen +1
Positivity bounds represent nontrivial limitations on effective field theories (EFTs) if those EFTs are to be completed into a Lorentz-invariant, causal, local, and unitary framewo…