Spin Glass Simulations on the Janus Architecture: A Desperate Quest for Strong Scaling. - Marco Baity-Jesi; Rachel A. Baños; Andrés Cruz Flor; Luis Antonio Fernández; José Miguel Gil-Narvión; Antonio Gordillo-Guerrero; Marco Guidetti; David Iñiguez; Andrea Maiorano; Filippo Mantovani; Enzo Marinari; Victor Martin-Mayor; et al. (Euro-Par Workshops, 2012)

Janus2: an FPGA-based supercomputer for spin glass simulations. - Marco Baity-Jesi; Rachel A. Baños; Andres Cruz Flor; Luis Antonio Fernández; José Miguel Gil-Narvión; Antonio Gordillo-Guerrero; Marco Guidetti; David Iñiguez; Andrea Maiorano; Filippo Mantovani; Enzo Marinari; Victor Martin-Mayor; et al. (FutureHPC@ICS, 2012)

Reconfigurable computing for Monte Carlo simulations: results and prospects of the Janus project - Marco Baity-Jesi; Rachel A. Baños; Andrés Cruz Flor; Luis Antonio Fernández; José Miguel Gil-Narvión; Antonio Gordillo-Guerrero; Marco Guidetti; David Iñiguez; Andrea Maiorano; Filippo Mantovani; Enzo Marinari; Victor Martin-Mayor; et al. (CoRR, 2012)

The Janus Project: Boosting Spin-Glass Simulations Using FPGAs. - Antonio Gordillo-Guerrero; Marco Baity-Jesi; Raquel Alvarez Baños; Andrés Cruz Flor; Luis Antonio Fernández; José Miguel Gil-Narvión; David Iñiguez; Andrea Maiorano; Fabio Mantovani; Enzo Marinari; Victor Martin-Mayor; Jorge Monforte-Garcia; et al. (PDeS, 2013)

Janus II: A new generation application-driven computer for spin-system simulations. - Marco Baity-Jesi; Rachel A. Baños; Andrés Cruz Flor; Luis Antonio Fernández; José Miguel Gil-Narvión; Antonio Gordillo-Guerrero; David Iñiguez; Andrea Maiorano; Filippo Mantovani; Enzo Marinari; Victor Martin-Mayor; Jorge Monforte-Garcia; et al. (Comput. Phys. Commun., 2014)

Comparing Dynamics: Deep Neural Networks versus Glassy Systems. - Marco Baity-Jesi; Levent Sagun; Mario Geiger; Stefano Spigler; Gérard Ben Arous; Chiara Cammarota; Yann LeCun; Matthieu Wyart; Giulio Biroli (ICML, 2018)

The jamming transition as a paradigm to understand the loss landscape of deep neural networks. - Mario Geiger; Stefano Spigler; Stéphane d'Ascoli; Levent Sagun; Marco Baity-Jesi; Giulio Biroli; Matthieu Wyart (CoRR, 2018)

Deep Learning Classification of Lake Zooplankton. - Sreenath P. Kyathanahally; Thomas Hardeman; Ewa Merz; Thea Kozakiewicz; Marta Reyes; Peter Isles; Francesco Pomati; Marco Baity-Jesi (CoRR, 2021)

Predicting Chemical Hazard across Taxa through Machine Learning. - Jimeng Wu; Simone D'Ambrosi; Lorenz Ammann; Julita Stadnicka-Michalak; Kristin Schirmer; Marco Baity-Jesi (CoRR, 2021)

Modeling Node Exposure for Community Detection in Networks. - Sameh Othman; Johannes Schulz; Marco Baity-Jesi; Caterina De Bacco (COMPLEX NETWORKS (2), 2022)

Ensembles of Vision Transformers as a New Paradigm for Automated Classification in Ecology. - Sreenath P. Kyathanahally; Thomas Hardeman; Marta Reyes; Ewa Merz; Thea Bulas; Francesco Pomati; Marco Baity-Jesi (CoRR, 2022)

Characterizing the Effect of Class Imbalance on the Learning Dynamics. - Emanuele Francazi; Marco Baity-Jesi; Aurélien Lucchi (CoRR, 2022)

A Theoretical Analysis of the Learning Dynamics under Class Imbalance. - Emanuele Francazi; Marco Baity-Jesi; Aurélien Lucchi (ICML, 2023)

Differentiable modeling to unify machine learning and physical models and advance Geosciences. - Chaopeng Shen; Alison P. Appling; Pierre Gentine; Toshiyuki Bandai; Hoshin V. Gupta; Alexandre Tartakovsky; Marco Baity-Jesi; Fabrizio Fenicia; Daniel Kifer; Li Li; Xiaofeng Liu; Wei Ren; et al. (CoRR, 2023)

Initial Guessing Bias: How Untrained Networks Favor Some Classes. - Emanuele Francazi; Aurélien Lucchi; Marco Baity-Jesi (ICML, 2024)

Producing Plankton Classifiers that are Robust to Dataset Shift. - Cheng Chen; Sreenath P. Kyathanahally; Marta Reyes; Stefanie Merkli; Ewa Merz; Emanuele Francazi; Marvin Höge; Francesco Pomati; Marco Baity-Jesi (CoRR, 2024)

Class Imbalance in Anomaly Detection: Learning from an Exactly Solvable Model. - Francesco Saverio Pezzicoli; Valentina Ros; François P. Landes; Marco Baity-Jesi (AISTATS, 2025)

Where You Place the Norm Matters: From Prejudiced to Neutral Initializations. - Emanuele Francazi; Francesco Pinto; Aurélien Lucchi; Marco Baity-Jesi (CoRR, 2025)

When the Left Foot Leads to the Right Path: Bridging Initial Prejudice and Trainability. - Alberto Bassi; Carlo Albert; Aurélien Lucchi; Marco Baity-Jesi; Emanuele Francazi (CoRR, 2025)