Laio, Alessandro

8 publications

ICLR 2025 Emergence of a High-Dimensional Abstraction Phase in Language Transformers Emily Cheng, Diego Doimo, Corentin Kervadec, Iuri Macocco, Lei Yu, Alessandro Laio, Marco Baroni
NeurIPS 2024 A Distributional Simplicity Bias in the Learning Dynamics of Transformers Riccardo Rende, Federica Gerace, Alessandro Laio, Sebastian Goldt
TMLR 2024 How to Choose the Right Transfer Learning Protocol? a Qualitative Analysis in a Controlled Set-up Federica Gerace, Diego Doimo, Stefano Sarao Mannelli, Luca Saglietti, Alessandro Laio
NeurIPS 2023 The Geometry of Hidden Representations of Large Transformer Models Lucrezia Valeriani, Diego Doimo, Francesca Cuturello, Alessandro Laio, Alessio Ansuini, Alberto Cazzaniga
NeurIPS 2022 Prune and Distill: Similar Reformatting of Image Information Along Rat Visual Cortex and Deep Neural Networks Paolo Muratore, Sina Tafazoli, Eugenio Piasini, Alessandro Laio, Davide Zoccolan
NeurIPS 2022 Redundant Representations Help Generalization in Wide Neural Networks Diego Doimo, Aldo Glielmo, Sebastian Goldt, Alessandro Laio
NeurIPS 2020 Hierarchical Nucleation in Deep Neural Networks Diego Doimo, Aldo Glielmo, Alessio Ansuini, Alessandro Laio
NeurIPS 2019 Intrinsic Dimension of Data Representations in Deep Neural Networks Alessio Ansuini, Alessandro Laio, Jakob H Macke, Davide Zoccolan