3 papers
hep-th2023★ 1 cited
Structures of Neural Network Effective Theories
Ian Banta, Tianji Cai, Nathaniel Craig +1
We develop a diagrammatic approach to effective field theories (EFTs) corresponding to deep neural networks at initialization, which dramatically simplifies computations of finite-…
hep-ph2023
Effective Field Theory of the Two Higgs Doublet Model
Ian Banta, Timothy Cohen, Nathaniel Craig +2
We revisit the effective field theory of the two Higgs doublet model at tree level. The introduction of a novel basis in the UV theory allows us to derive matching coefficients in…
hep-ph2020
Wall speed and shape in singlet-assisted strong electroweak phase transitions
Avi Friedlander, Ian Banta, James M. Cline +1
Models with singlet fields coupling to the Higgs can enable a strongly first order electroweak phase transition, of interest for baryogenesis and gravity waves. We improve on previ…