148 citations · 410 across the 9 of their papers we have counts for
9 papers
Constraining strongly coupled new physics from cosmic rays with machine learning techniques
Peter Schichtel, Michael Spannowsky, Philip Waite
Cosmic rays interacting with the atmosphere allow for the probing of fundamental interactions at ultra-high energies. We thus obtain limits on strongly coupled new physics models v…
Adversarially-trained autoencoders for robust unsupervised new physics searches
Andrew Blance, Michael Spannowsky, Philip Waite
Machine learning techniques in particle physics are most powerful when they are trained directly on data, to avoid sensitivity to theoretical uncertainties or an underlying bias on…
Mapping the shape of the scalar potential with gravitational waves
Mikael Chala, Valentin V. Khoze, Michael Spannowsky +1
We study the dependence of the observable stochastic gravitational wave background induced by a first-order phase transition on the global properties of the scalar effective potent…
Solving differential equations with neural networks: Applications to the calculation of cosmological phase transitions
Maria Laura Piscopo, Michael Spannowsky, Philip Waite
Starting from the observation that artificial neural networks are uniquely suited to solving optimisation problems, and most physics problems can be cast as an optimisation task, w…
Precision measurements for the Higgsploding Standard Model
Valentin V. Khoze, Joey Reiness, Michael Spannowsky +1
Higgsplosion is the mechanism that leads to exponentially growing decay rates of highly energetic particles into states with very high numbers of relatively soft Higgs bosons. In t…
Heavy neutrinos from gluon fusion
Richard Ruiz, Michael Spannowsky, Philip Waite
Heavy neutrinos, a key prediction of many standard model extensions, remain some of the most searched-for objects at collider experiments. In this context, we revisit the premise t…
Electroweak oblique parameters as a probe of the trilinear Higgs boson self-interaction
Graham D. Kribs, Andreas Maier, Heidi Rzehak +2
We calculate the two-loop contributions from a modified trilinear Higgs self-interaction, , to the electroweak oblique parameters and . Using the curren…
Prospects for new physics in at current and future colliders
Chris Hays, Manimala Mitra, Michael Spannowsky +1
The discovery of lepton flavour violating interactions will be striking evidence for physics beyond the Standard Model. Focusing on the three decays ,…
Investigating bounds on decoherence in quantum mechanics via B and D-mixing
Alexander Lenz, David Hodges, Daniel Hulme +4
We investigate bounds on decoherence in quantum mechanics by studying and -mixing observables, making use of many precise new measurements, particularly from the LHC and B f…