Double-descent curves in neural networks: a new perspective using Gaussian processes

(2021)

Authors:

Ouns El Harzli, Bernardo Cuenca Grau, Guillermo Valle-Pérez, Ard A Louis

Activity pulses induce spontaneous flow reversals in viscoelastic environments

(2021)

Authors:

Emmanuel LC VI M Plan, Julia M Yeomans, Amin Doostmohammadi

Distinguishing localization from chaos: challenges in finite-size systems

Annals of Physics Elsevier 427:April 2021 (2021) 168415

Authors:

D Abanin, J Bardarson, G De Tomasi, S Gopalakrishnan, V Khemani, Siddharth Ashok Parameswaran, F Pollmann, Ac Potter, M Serbyn, R Vasseur

Abstract:

We re-examine attempts to study the many-body localization transition using measures that are physically natural on the ergodic/quantum chaotic regime of the phase diagram. Using simple scaling arguments and an analysis of various models for which rigorous results are available, we find that these measures can be particularly adversely affected by the strong finite-size effects observed in nearly all numerical studies of many-body localization. This severely impacts their utility in probing the transition and the localized phase. In light of this analysis, we discuss a recent study (Šuntajs et al., 2020) of the behaviour of the Thouless energy and level repulsion in disordered spin chains, and its implications for the question of whether MBL is a true phase of matter.

Stroboscopic exclusion process: A first-moment–driven dynamics

EPL (Europhysics Letters) IOP Publishing 133:4 (2021) 40002

Authors:

Bryan Debin, Etienne Granet

Universal spectral form factor for many-body localization

Physical Review Research American Physical Society (APS) 3:1 (2021) l012019

Authors:

Abhishodh Prakash, JH Pixley, Manas Kulkarni