Hierarchical nucleation in deep neural networks. - Diego Doimo; Aldo Glielmo; Alessio Ansuini; Alessandro Laio (NeurIPS, 2020)

Representation mitosis in wide neural networks. - Diego Doimo; Aldo Glielmo; Sebastian Goldt; Alessandro Laio (CoRR, 2021)

Redundant representations help generalization in wide neural networks. - Diego Doimo; Aldo Glielmo; Sebastian Goldt; Alessandro Laio (NeurIPS, 2022)

DADApy: Distance-based analysis of data-manifolds in Python. - Aldo Glielmo; Iuri Macocco; Diego Doimo; Matteo Carli; Claudio Zeni; Romina Wild; Maria d'Errico; Alex Rodriguez; Alessandro Laio (Patterns, 2022)

The geometry of hidden representations of large transformer models. - Lucrezia Valeriani; Diego Doimo; Francesca Cuturello; Alessandro Laio; Alessio Ansuini; Alberto Cazzaniga (NeurIPS, 2023)

Optimal transfer protocol by incremental layer defrosting. - Federica Gerace; Diego Doimo; Stefano Sarao Mannelli; Luca Saglietti; Alessandro Laio (CoRR, 2023)

Competition of Mechanisms: Tracing How Language Models Handle Facts and Counterfactuals. - Francesco Ortu; Zhijing Jin 001; Diego Doimo; Mrinmaya Sachan; Alberto Cazzaniga; Bernhard Schölkopf (ACL (1), 2024)

The Representation Landscape of Few-Shot Learning and Fine-Tuning in Large Language Models. - Diego Doimo; Alessandro Serra; Alessio Ansuini; Alberto Cazzaniga (NeurIPS, 2024)

Emergence of a High-Dimensional Abstraction Phase in Language Transformers. - Emily Cheng; Diego Doimo; Corentin Kervadec; Iuri Macocco; Jade Yu; Alessandro Laio; Marco Baroni (CoRR, 2024)

Understanding Variational Autoencoders with Intrinsic Dimension and Information Imbalance. - Charles Camboulin; Diego Doimo; Aldo Glielmo (CoRR, 2024)

The Narrow Gate: Localized Image-Text Communication in Vision-Language Models. - Alessandro Serra; Francesco Ortu; Emanuele Panizon; Lucrezia Valeriani; Lorenzo Basile; Alessio Ansuini; Diego Doimo; Alberto Cazzaniga (CoRR, 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 (Trans. Mach. Learn. Res., 2024)

Emergence of a High-Dimensional Abstraction Phase in Language Transformers. - Emily Cheng; Diego Doimo; Corentin Kervadec; Iuri Macocco; Lei Yu; Alessandro Laio; Marco Baroni (ICLR, 2025)

When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models. - Francesco Ortu; Zhijing Jin 001; Diego Doimo; Alberto Cazzaniga (CoRR, 2025)