Biroli, Giulio

14 publications

ICLR 2025 A Differentiable Rank-Based Objective for Better Feature Learning Krunoslav Lehman Pavasovic, Giulio Biroli, Levent Sagun
NeurIPS 2025 Why Diffusion Models Don’t Memorize: The Role of Implicit Dynamical Regularization in Training Tony Bonnaire, Raphaël Urfin, Giulio Biroli, Marc Mezard
NeurIPS 2024 Cascade of Phase Transitions in the Training of Energy-Based Models Dimitrios Bachtis, Giulio Biroli, Aurélien Decelle, Beatriz Seoane
AISTATS 2024 On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions Simon Martin, Francis Bach, Giulio Biroli
ICML 2022 Neural Network Pruning Denoises the Features and Makes Local Connectivity Emerge in Visual Tasks Franco Pellegrini, Giulio Biroli
ICML 2021 ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases Stéphane D’Ascoli, Hugo Touvron, Matthew L Leavitt, Ari S Morcos, Giulio Biroli, Levent Sagun
NeurIPS 2021 On the Interplay Between Data Structure and Loss Function in Classification Problems Stéphane d'Ascoli, Marylou Gabrié, Levent Sagun, Giulio Biroli
NeurIPS 2020 An Analytic Theory of Shallow Networks Dynamics for Hinge Loss Classification Franco Pellegrini, Giulio Biroli
NeurIPS 2020 Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval Stefano Sarao Mannelli, Giulio Biroli, Chiara Cammarota, Florent Krzakala, Pierfrancesco Urbani, Lenka Zdeborová
ICML 2020 Double Trouble in Double Descent: Bias and Variance(s) in the Lazy Regime Stéphane D’Ascoli, Maria Refinetti, Giulio Biroli, Florent Krzakala
NeurIPS 2020 Triple Descent and the Two Kinds of Overfitting: Where & Why Do They Appear? Stéphane d'Ascoli, Levent Sagun, Giulio Biroli
NeurIPS 2019 Finding the Needle in the Haystack with Convolutions: On the Benefits of Architectural Bias Stéphane d'Ascoli, Levent Sagun, Giulio Biroli, Joan Bruna
NeurIPS 2019 Who Is Afraid of Big Bad Minima? Analysis of Gradient-Flow in Spiked Matrix-Tensor Models Stefano Sarao Mannelli, Giulio Biroli, Chiara Cammarota, Florent Krzakala, Lenka Zdeborová
ICML 2018 Comparing Dynamics: Deep Neural Networks Versus Glassy Systems Marco Baity-Jesi, Levent Sagun, Mario Geiger, Stefano Spigler, Gerard Ben Arous, Chiara Cammarota, Yann LeCun, Matthieu Wyart, Giulio Biroli