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@MachineLearningJournalClub @PhysisAI

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sazio/README.md
Simone Azeglio. The geometry of visual information. An animated mosaic of retinal receptive fields tracks a dark object, with a spike raster underneath.

I'm a computational neuroscientist working between machine learning and vision neuroscience, currently a Guest Research Associate in Yukiyasu Kamitani's lab at Kyoto University. I did my PhD at the Vision Institute (Sorbonne) and École Normale Supérieure in Paris.

Website · Google Scholar · X · Bluesky · LinkedIn · simone . azeglio at gmail . com

Research

My work has two sides: building the structure of natural scenes into models of visual neurons, and measuring what information the resulting codes carry.

Question Work
Statistics What do neighbouring pixels say together? Higher-order convolution (NeurIPS 2025) · and in the retina
Symmetry How should a code change when the world does? Scale-equivariant retinal codes support prey hunting (CoSyNe 2026)
Information Which bits, about what? Multi-scale information geometry (NeurIPS 2026 Oral) · Stimulus-specific information (NeurIPS 2025 Spotlight) · Score-based Riemannian metric

Recently

Synced daily from my website.

Community

Co-organizer of NeurReps at NeurIPS (2022–2025), ECMA at CoSyNe 2026, Sharpening Our Sight at CoSyNe 2024 and SINR at Bernstein (2022–2023). Co-founder of the Machine Learning Journal Club. Before the PhD: Flatiron Institute, Institut Pasteur, CERN and the University of Ottawa.

Always glad to talk about collaborations, and to mentor students whose interests line up with these topics.

GitHub activity: contributions since 2015, repositories, stars, pull requests, issues, languages by bytes of code, and contributions per week over the last year.

The banner is generated by scripts/make_banner.py: OFF and ON ganglion-cell mosaics with difference-of-Gaussians receptive fields, the same model as the header of my website. The activity card is refreshed daily by scripts/make_stats.py.

Pinned Loading

  1. root-project/root root-project/root Public

    The official repository for ROOT: analyzing, storing and visualizing big data, scientifically

    C++ 3.3k 1.6k

  2. MachineLearningJournalClub/MLJC-UniTo-ProjectX-2020-public MachineLearningJournalClub/MLJC-UniTo-ProjectX-2020-public Public

    Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)

    Jupyter Notebook 46 10

  3. neurreps/awesome-neural-geometry neurreps/awesome-neural-geometry Public

    A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond

    1.1k 74

  4. MachineLearningJournalClub/LearningNLP MachineLearningJournalClub/LearningNLP Public

    Some Tutorials & in depth analysis of NLP's algorithms with an ethical flavour

    Jupyter Notebook 15 5

  5. MachineLearningJournalClub/GAMELEON MachineLearningJournalClub/GAMELEON Public

    Pretty GAMELEON : Pretty General Agent-based Model (for) Epidemiological (and) Logistical Enquiries On Networks

    Jupyter Notebook 3 2

  6. MachineLearningJournalClub/Symmetries MachineLearningJournalClub/Symmetries Public

    Introduction to Geometric Deep Learning

    Jupyter Notebook 2