Geometry, topology and mechanistic interpretability of large scale AI models.

Lucrezia Valeriani 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 Geometry, topology and mechanistic interpretability of large scale AI models. 2025 Ital-IA https://ceur-ws.org/Vol-4121/Ital-IA_2025_paper_79.pdf conf/ital-ia/2025 db/conf/ital-ia/ital-ia2025.html#AnsuiniBBBCCCDGLOPPRSTV25 streams/conf/ital-ia Alessio Ansuini Alberto Cazzaniga Edith Natalia Villegas Garcia Michele Alessi Federico Barone Stefano Cozzini Francesca Cuturello Fiorella Fabris Valerio Piomponi Lucrezia Valeriani Ruggero Lot Marco Prenassi AI and data science research in life science, system biology and medicine. 2025 Ital-IA https://ceur-ws.org/Vol-4121/Ital-IA_2025_paper_119.pdf conf/ital-ia/2025 db/conf/ital-ia/ital-ia2025.html#AnsuiniCGABCCFPVLP25 streams/conf/ital-ia

Alessandro Serra Francesco Ortu Emanuele Panizon Lucrezia Valeriani Lorenzo Basile Alessio Ansuini Diego Doimo Alberto Cazzaniga The Narrow Gate: Localized Image-Text Communication in Vision-Language Models. 2024 abs/2412.06646 CoRR https://doi.org/10.48550/arXiv.2412.06646 db/journals/corr/corr2412.html#abs-2412-06646 streams/journals/corr

Lucrezia Valeriani Diego Doimo Francesca Cuturello Alessandro Laio Alessio Ansuini Alberto Cazzaniga The geometry of hidden representations of large transformer models. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/a0e66093d7168b40246af1cddc025daa-Abstract-Conference.html conf/nips/2023 db/conf/nips/neurips2023.html#ValerianiDCLAC23

Lucrezia Valeriani Diego Doimo Francesca Cuturello Alessandro Laio Alessio Ansuini Alberto Cazzaniga The geometry of hidden representations of large transformer models. 2023 abs/2302.00294 CoRR https://doi.org/10.48550/arXiv.2302.00294 db/journals/corr/corr2302.html#abs-2302-00294

Michele Alessi Alessio Ansuini Federico Barone Lorenzo Basile Federica Bazzocchi Matteo Biagetti Alberto Cazzaniga Stefano Cozzini Francesca Cuturello Diego Doimo Fiorella Fabris Edith Natalia Villegas Garcia Yuri Gardinazzi Alessandro Laio Ruggero Lot Francesco Ortu Emanuele Panizon Valerio Piomponi Marco Prenassi Tommaso Rodani Alessandro Serra Niccolò Tosato