3 papers
cond-mat.stat-mech2026
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…
cond-mat.stat-mech2025
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…
cs.LG2025
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…