Simone Azeglio
@s-azeglio.bsky.social
950 followers 470 following 9 posts
From Physics to Vision Neuroscience & AI | PhD Candidate @InstVisionParis & @ENS_ULM | Enjoyed my time @FlatironCCN, @CERN | co-organizer @neurreps
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Reposted by Simone Azeglio
bokmangeorg.bsky.social
Images (or image patches) are secretly multi-channel signals over groups. Below, the dihedral group of order 8: reflecting/rotating the image permutes the values in the magenta vector. So we can reshape the image into 8-tuples that all permute according to the dihedral group (edge case diagonals).
Reposted by Simone Azeglio
shahabbakht.bsky.social
Thrilled to see this work accepted at NeurIPS!

Kudos to @hafezghm.bsky.social for the heroic effort in demonstrating the efficacy of seq-JEPA in representation learning from multiple angles.

#MLSky 🧠🤖
hafezghm.bsky.social
Excited to share that seq-JEPA has been accepted to NeurIPS 2025!
hafezghm.bsky.social
Preprint Alert 🚀

Can we simultaneously learn transformation-invariant and transformation-equivariant representations with self-supervised learning?

TL;DR Yes! This is possible via simple predictive learning & architectural inductive biases – without extra loss terms and predictors!

🧵 (1/10)
Reposted by Simone Azeglio
bryanlimy.bsky.social
We present our preprint on ViV1T, a transformer for dynamic mouse V1 response prediction. We reveal novel response properties and confirm them in vivo.

With @wulfdewolf.bsky.social, Danai Katsanevaki, @arnoonken.bsky.social, @rochefortlab.bsky.social.

Paper and code at the end of the thread!

🧵1/7
Reposted by Simone Azeglio
mathildepapillon.bsky.social
Our illustrated guide to non-Euclidian ML is finally published!
Check it out for
⭐️ gorgeous figures (with new additions!) on topology, algebra, and geometry in the field
⭐️ broken down tables for easy reading
⭐️ accessible text, additional refs, and more
iopscience.iop.org/article/10.1...
Reposted by Simone Azeglio
juangallego.bsky.social
🚨New paper🚨

Neural manifolds went from a niche-y word to an ubiquitous term in systems neuro thanks to many interesting findings across fields. But like with any emerging term, people use it very differently.

Here, we clarify our take on the term, and review key findings & challenges rdcu.be/ex8hW
Reposted by Simone Azeglio
memming.bsky.social
Do you study neural systems with feedback at different temporal-, spatial-, hierarchical-, data-, or computational- scales? Have you submitted your abstract to the "Neurocybernetics at Scale" symposium?
Due to multiple requests, new abstract submission deadline is 18 July! #AI4Science #cybernetics
s-azeglio.bsky.social
NeurReps is back for its 4th edition at NeurIPS 2025! Stay tuned for updates!
neurreps.bsky.social
📢 Call for Papers: NeurReps 2025 ‼️‼️‼️

🧠 Submit your research on symmetry, geometry, and topology in artificial and biological neural networks.

Two tracks: Proceedings (9 pages) and Extended Abstract (4 pages).

Deadline: Aug 22, 2025.

www.neurreps.org/call-for-pap...
NeurReps Workshop - Call for Papers
Call for Papers
www.neurreps.org
Reposted by Simone Azeglio
timkietzmann.bsky.social
Exciting new preprint from the lab: “Adopting a human developmental visual diet yields robust, shape-based AI vision”. A most wonderful case where brain inspiration massively improved AI solutions.

Work with @zejinlu.bsky.social @sushrutthorat.bsky.social and Radek Cichy

arxiv.org/abs/2507.03168
arxiv.org
Reposted by Simone Azeglio
mfeller.bsky.social
Lack of spontaneous activity (#retinalwaves) in early development prevents the formation of retinal circuits critical for stabilizing images as we move through the world. doi.org/10.1016/j.ce....
Reposted by Simone Azeglio
neurreps.bsky.social
🧠✨ Join us for LAMINR: Learning and Aligning Manifolds of Single-Neuron Invariances — uncover the geometry of thought through implicit neural representations!

📅 Mon, Jun 16 @ 18:00 CET
🔗 Zoom | PW: 314159
🎙️ Part of the #NeurReps Global Seminar Series
#AI #Neuroscience #RepresentationLearning
s-azeglio.bsky.social
NeurReps 2025 is starting to take shape! If you're interested in serving in the Program Committee 👇
neurreps.bsky.social
NeurReps 2025 is on its way ! If you're interested in serving in the Program Committee, consider filling this form !

forms.gle/wgUXHT7Mq71n...
Reposted by Simone Azeglio
serenariccitelli.bsky.social
Excited to share our latest study! 🧠✨ We reveal how non-direction-selective retinal ganglion cells encode motion beyond their receptive field, relaying the unconventional signals to the brain. A new insight into multimodal neurons in visual processing!

doi.org/10.1073/pnas...
PNAS
Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...
doi.org
Reposted by Simone Azeglio
memming.bsky.social
Looking for the best systems #neuroscience #phd program? Champalimaud Centre for the Unknown has one! #PhDposition = fully funded. US-style lab rotations and an awesome community in Lisbon, Portugal. Apply by the end of Jan, 2025.
http://bit.ly/4iB9SwP
Education Research | Champalimaud Foundation
CR has developed and implemented several educational programmes, advanced courses and workshops, namely the PhD Programmes, INDP and ICDP.
bit.ly
Reposted by Simone Azeglio
dlevenstein.bsky.social
I dream of a future in which single neuron dynamics ➡️ circuit motifs ➡️ distributed computations are taught as part of the same curriculum and no one bats an eye and everyone is happy.
timothyoleary.bsky.social
Apropos of never ending discussions about whether ANNs are "good" models of the nervous system, here is a slide I present to masters students showing a network that is found in motor control circuits *across phyla* (that's pretty ubiquitous!) I ask them to guess what it does...
Reposted by Simone Azeglio
mariodipoppa.bsky.social
New results! Visual adaptation changes the geometry of V1 population activity: frequent stimuli elicit smaller responses but become more discriminable. Similar results are seen in ANNs trained with metabolic constraints, suggesting these changes emerge from efficient coding. bit.ly/3VJHXRn
Adaptation shapes the representational geometry in mouse V1 to efficiently encode the environment
Sensory adaptation dynamically changes neural responses as a function of previous stimuli, profoundly impacting perception. The response changes induced by adaptation have been characterized in detail...
bit.ly
Reposted by Simone Azeglio
jbarbosa.org
Created a starter pack of neuroscience in/from Paris.

Let me know if you want to be added (the 'from' can include those not in Paris anymore) or just tap in if you want to know what we're talking about!

Regardless, please re-tweet!

go.bsky.app/3Zs9w5w
Reposted by Simone Azeglio
btolooshams.bsky.social
Rayhan and I are presenting today our work on "Diffusion-State Guided Projected Gradient for Inverse Problems." at the D3S3 Workshop. Joint work with Dr. Anima Anandkumar #AInScience #NeurIPS2024 [1/6]

Paper: arxiv.org/abs/2410.03463
Reposted by Simone Azeglio
neurreps.bsky.social
Eero Simoncelli on the geometry of the distribution of natural images
Reposted by Simone Azeglio
neurreps.bsky.social
NeurReps has begun! Join us today for a program combining geometry/topology, deep learning, neuroscience, and interpretability
Reposted by Simone Azeglio
neurreps.bsky.social
Our second Keynote speaker is @taliakonkle.bsky.social from Harvard University.

Come to hear about "The Cortical Topography of Visual Space Representation"!
Reposted by Simone Azeglio
neurreps.bsky.social
Join us for our next Keynote invited talk from Stefanie Jegelka on "In-context Symmetries via Contextual World Models"!
Reposted by Simone Azeglio
naturecomputes.bsky.social
Enigma's at NeurIPS - come find us. New jobs posted on our website for research scientists & engineers in multi-modal modeling & interpretability

enigmaproject.ai