Generalization bounds for deep learning

(2020)

Authors:

Guillermo Valle-Pérez, Ard A Louis

Exact solution of the Floquet-PXP cellular automaton

Physical Review E American Physical Society 102:6-1 (2020) 62107

Authors:

Joseph WP Wilkinson, Katja Klobas, Tomaž Prosen, Juan P Garrahan

Abstract:

We study the dynamics of a bulk deterministic Floquet model, the Rule 201 synchronous one-dimensional reversible cellular automaton (RCA201). The system corresponds to a deterministic, reversible, and discrete version of the PXP model, whereby a site flips only if both its nearest neighbors are unexcited. We show that the RCA201 (Floquet-PXP) model exhibits ballistic propagation of interacting quasiparticles-or solitons-corresponding to the domain walls between nontrivial threefold vacuum states. Starting from the quasiparticle picture, we find the exact matrix product state form of the nonequilibrium stationary state for a range of boundary conditions, including both periodic and stochastic. We discuss further implications of the integrability of the model.

Statistics of the spectral form factor in the self-dual kicked Ising model

Physical Review Research American Physical Society (APS) 2:4 (2020) 043403

Authors:

Ana Flack, Bruno Bertini, Tomaž Prosen

One‐Step Generation of Core–Gap–Shell Microcapsules for Stimuli‐Responsive Biomolecular Sensing

Advanced Functional Materials Wiley 30:50 (2020)

Authors:

Hyejeong Kim, Seong‐Min Jo, Fanlong Meng, Yinzhou Guo, Héloïse Thérien‐Aubin, Ramin Golestanian, Katharina Landfester, Eberhard Bodenschatz

Bacteria solve the problem of crowding by moving slowly

Nature Physics Springer Nature 17:2 (2020) 205-210

Authors:

Oliver Meacock, Amin Doostmohammadi, Kevin Foster, Julia Yeomans, William Durham

Abstract:

Bacteria commonly live attached to surfaces in dense collectives containing billions of cells1. While it is known that motility allows these groups to expand en masse into new territory2,3,4,5, how bacteria collectively move across surfaces under such tightly packed conditions remains poorly understood. Here we combine experiments, cell tracking and individual-based modelling to study the pathogen Pseudomonas aeruginosa as it collectively migrates across surfaces using grappling-hook-like pili3,6,7. We show that the fast-moving cells of a hyperpilated mutant are overtaken and outcompeted by the slower-moving wild type at high cell densities. Using theory developed to study liquid crystals8,9,10,11,12,13, we demonstrate that this effect is mediated by the physics of topological defects, points where cells with different orientations meet one another. Our analyses reveal that when defects with topological charge +1/2 collide with one another, the fast-moving mutant cells rotate to point vertically and become trapped. By moving more slowly, wild-type cells avoid this trapping mechanism and generate collective behaviour that results in faster migration. In this way, the physics of liquid crystals explains how slow bacteria can outcompete faster cells in the race for new territory.