Diego Doimo

22 papers A* 5Journal 15Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
An unsupervised tour through the hidden pathways of deep neural networks.
CoRR
Diego Doimo
2025 A* conf
Emergence of a High-Dimensional Abstraction Phase in Language Transformers.
ICLR
Emily Cheng, Diego Doimo, Corentin Kervadec, Iuri Macocco, Lei Yu, Alessandro Laio, Marco Baroni
2025 — conf
Geometry, topology and mechanistic interpretability of large scale AI models.
Ital-IA
Alessio Ansuini, Lorenzo Basile, Federica Bazzocchi, Matteo Biagetti, Alberto Cazzaniga, Stefano Cozzini, Francesca Cuturello, Diego Doimo, Yuri Gardinazzi, Ruggero Lot, Francesco Ortu, Emanuele Panizon, Valerio Piomponi, Tommaso Rodani, Alessandro Serra, Niccolò Tosato, Lucrezia Valeriani
2025 J jnl
Head Pursuit: Probing Attention Specialization in Multimodal Transformers.
CoRR
Lorenzo Basile, Valentino Maiorca, Diego Doimo, Francesco Locatello, Alberto Cazzaniga
2025 J jnl
When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models.
CoRR
Francesco Ortu, Zhijing Jin, Diego Doimo, Alberto Cazzaniga
2024 — conf
Competition of Mechanisms: Tracing How Language Models Handle Facts and Counterfactuals.
ACL (1)
Francesco Ortu, Zhijing Jin, Diego Doimo, Mrinmaya Sachan, Alberto Cazzaniga, Bernhard Schölkopf
2024 J jnl
Competition of Mechanisms: Tracing How Language Models Handle Facts and Counterfactuals.
CoRR
Francesco Ortu, Zhijing Jin, Diego Doimo, Mrinmaya Sachan, Alberto Cazzaniga, Bernhard Schölkopf
2024 J jnl
Emergence of a High-Dimensional Abstraction Phase in Language Transformers.
CoRR
Emily Cheng, Diego Doimo, Corentin Kervadec, Iuri Macocco, Jade Yu, Alessandro Laio, Marco Baroni
2024 J jnl
How to choose the right transfer learning protocol? A qualitative analysis in a controlled set-up.
Trans. Mach. Learn. Res.
Federica Gerace, Diego Doimo, Stefano Sarao Mannelli, Luca Saglietti, Alessandro Laio
2024 J jnl
The Narrow Gate: Localized Image-Text Communication in Vision-Language Models.
CoRR
Alessandro Serra, Francesco Ortu, Emanuele Panizon, Lucrezia Valeriani, Lorenzo Basile, Alessio Ansuini, Diego Doimo, Alberto Cazzaniga
2024 A* conf
The Representation Landscape of Few-Shot Learning and Fine-Tuning in Large Language Models.
NeurIPS
Diego Doimo, Alessandro Serra, Alessio Ansuini, Alberto Cazzaniga
2024 J jnl
The representation landscape of few-shot learning and fine-tuning in large language models.
CoRR
Diego Doimo, Alessandro Serra, Alessio Ansuini, Alberto Cazzaniga
2024 J jnl
Understanding Variational Autoencoders with Intrinsic Dimension and Information Imbalance.
CoRR
Charles Camboulin, Diego Doimo, Aldo Glielmo
2023 J jnl
Optimal transfer protocol by incremental layer defrosting.
CoRR
Federica Gerace, Diego Doimo, Stefano Sarao Mannelli, Luca Saglietti, Alessandro Laio
2023 A* conf
The geometry of hidden representations of large transformer models.
NeurIPS
Lucrezia Valeriani, Diego Doimo, Francesca Cuturello, Alessandro Laio, Alessio Ansuini, Alberto Cazzaniga
2023 J jnl
The geometry of hidden representations of large transformer models.
CoRR
Lucrezia Valeriani, Diego Doimo, Francesca Cuturello, Alessandro Laio, Alessio Ansuini, Alberto Cazzaniga
2022 J jnl
DADApy: Distance-based Analysis of DAta-manifolds in Python.
CoRR
Aldo Glielmo, Iuri Macocco, Diego Doimo, Matteo Carli, Claudio Zeni, Romina Wild, Maria d'Errico, Alex Rodriguez, Alessandro Laio
2022 J jnl
DADApy: Distance-based analysis of data-manifolds in Python.
Patterns
Aldo Glielmo, Iuri Macocco, Diego Doimo, Matteo Carli, Claudio Zeni, Romina Wild, Maria d'Errico, Alex Rodriguez, Alessandro Laio
2022 A* conf
Redundant representations help generalization in wide neural networks.
NeurIPS
Diego Doimo, Aldo Glielmo, Sebastian Goldt, Alessandro Laio
2021 J jnl
Representation mitosis in wide neural networks.
CoRR
Diego Doimo, Aldo Glielmo, Sebastian Goldt, Alessandro Laio
2020 A* conf
Hierarchical nucleation in deep neural networks.
NeurIPS
Diego Doimo, Aldo Glielmo, Alessio Ansuini, Alessandro Laio
2020 J jnl
Hierarchical nucleation in deep neural networks.
CoRR
Diego Doimo, Aldo Glielmo, Alessio Ansuini, Alessandro Laio