102 citations · 373 across the 15 of their papers we have counts for
15 papers
Emergence of Nonequilibrium Latent Cycles in Unsupervised Generative Modeling
Marco Baiesi, Alberto Rosso
We show that nonequilibrium dynamics can play a constructive role in unsupervised machine learning by inducing the spontaneous emergence of latent-state cycles. We introduce a mode…
xEEGNet: Towards Explainable AI in EEG Dementia Classification
Andrea Zanola, Louis Fabrice Tshimanga, Federico Del Pup +2
This work presents xEEGNet, a novel, compact, and explainable neural network for EEG data analysis. It is fully interpretable and reduces overfitting through major parameter reduct…
Fluctuations of driven probes reveal nonequilibrium transitions in complex fluids
Danilo Forastiere, Emanuele Locatelli, Gianmaria Falasco +2
Complex fluids subjected to localized microscopic energy inputs, typical of active microrheology setups, exhibit poorly understood nonequilibrium behaviors because of the intricate…
Earthquake-like dynamics in ultrathin magnetic film
Gianfranco Durin, Vincenzo Maria Schimmenti, Marco Baiesi +6
We study the motion of a domain wall on an ultrathin magnetic film using the magneto-optical Kerr effect (MOKE). At tiny magnetic fields, the wall creeps only via thermal activatio…
Nonequilibrium temperature response for stochastic overdamped systems
Gianmaria Falasco, Marco Baiesi
The thermal response of nonequilibrium systems requires the knowledge of concepts that go beyond entropy production. This is showed for systems obeying overdamped Langevin dynamics…
Mesoscopic virial equation for nonequilibrium statistical mechanics
Gianmaria Falasco, Fulvio Baldovin, Klaus Kroy +1
We derive a class of mesoscopic virial equations governing energy partition between conjugate position and momentum variables of individual degrees of freedom. They are shown to ap…