5 papers
Symbolic Regression and Differentiable Fits in Beyond the Standard Model Physics
Shehu AbdusSalam, Steven Abel, Deaglan Bartlett +1
We demonstrate the efficacy of symbolic regression (SR) to probe models of particle physics Beyond the Standard Model (BSM), by considering the so-called Constrained Minimal Supers…
Coexisting Flux String Vacua from Numerical Kähler Moduli Stabilisation
Shehu AbdusSalam, Christopher Hughes, Fernando Quevedo +1
We present a comprehensive study of Kähler moduli stabilisation in Type IIB flux compactifications, combining advanced numerical techniques with analytical methods. Our JAX-based…
Symbolic Regression for Beyond the Standard Model Physics
Shehu AbdusSalam, Steve Abel, Miguel Crispim Romao
We propose symbolic regression as a powerful tool for studying Beyond the Standard Model physics. As a benchmark model, we consider the so-called Constrained Minimal Supersymmetric…
Reinterpretation and preservation of data and analyses in HEP
Jon Butterworth, Sabine Kraml, Harrison Prosper +145
Data from particle physics experiments are unique and are often the result of a very large investment of resources. Given the potential scientific impact of these data, which goes…
Systematic exploration of the non-geometric flux landscape
Shehu AbdusSalam, Xin Gao, George K. Leontaris +1
Given the huge size of the generic four-dimensional scalar potentials arising from the type II supergravities based on toroidal orientifolds, it is even hard to analytically solve…