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Simone Poetto

@poetz.bsky.social
90 followers 159 following 11 posts

Physicist of complex systems 🧠Brain 🍩Topology 🐳Animal Communication| PhD student @UMK_Torun @nplab.bsky.social‬ @CentaiInstitute ‪‪@projectceti.bsky.social‬

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Reposted by Simone Poetto
Complexity Cat 🐱 @amahury.bsky.social · 05/09/2025
@poetz.bsky.social just gave us an incredible talk on whale communication. He has developed a network analysis approach to study and characterize experimental data on whale birth behavior, a fundamental stepping stone for the survival of the species.🐳 #CRAB #CCS2025
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Reposted by Simone Poetto
NPlab @nplab.bsky.social · 01/09/2025
In the meantime, @poetz.bsky.social will talk at CRAB satellite (sites.google.com/view/crab202...) about recent work by Project CETI (www.projectceti.org) on understanding social dynamics during a sperm whale calf birth.
projectceti.org
Project CETI •-- Home
CETI is a nonprofit organization applying advanced machine learning and state-of-the-art robotics to listen to and translate the communication of sperm whales.
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NPlab @nplab.bsky.social · 01/09/2025
Lots of NPL at @ConfCompSys 2025. Thread below!
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Iacopo Iacopini @iaciac.bsky.social · 23/07/2025
The #CRAB2025 🦀 programme is out! Join us in Siena on Sept 3 at #CCS25 for the 2nd edition of the Complexity Research in Animal Behaviour satellite 🐜🐦🦋🐳🐙🐝 🧑‍🏫 Invited talks by S. Melillo & P. Bartashevich Full programme: sites.google.com/view/crab202... @jbbrask.bsky.social @saraneven.bsky.social
sites.google.com
CRAB2025
Complexity Research in Animal Behaviour Satellite @ CCS 2025 - Siena, 3 September 2025 Animal groups can be considered as complex systems of interacting entities (the individuals). The collective beha...
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Inverse Complexity Lab @invcomplexity.skewed.de · 22/07/2025
New preprint: “Multiscale patterns of migration flows in Austria: regionalization, administrative barriers, and urban-rural divides”, with @thomrobiglio.bsky.social, Martina Contisciani, @martonkarsai.bsky.social, arxiv.org/abs/2507.11503
arxiv.org
Multiscale patterns of migration flows in Austria: regionalization, administrative barriers, and urban-rural divides
Migration is central in various societal problems related to socioeconomic development. While much of the existing research has focused on international migration, migration patterns within a single c...
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Reposted by Simone Poetto
Joseph Lizier @jlizier.bsky.social · 01/07/2025
Program posted for our Workshop on Methods of Information Theory in Computational Neuroscience at CNS*2025 Florence next week -- kgatica.github.io/CNS2025-Info... -- chaired by @marilyngatica.bsky.social
kgatica.github.io
Info. Theory in Comp. Neuroscience Workshop (CNS*2024)
Overview, list of speakers, and schedule
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Simone Poetto @poetz.bsky.social · 30/06/2025
Huge thanks to my amazing co-authors: @h-merritt.bsky.social, @andreasantoro.bsky.social, @grabuffo.bsky.social, Demian Battaglia, Francesco Vaccarino, Manish Saggar, @brovelli.bsky.social, @lordgrilo.bsky.social
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Simone Poetto @poetz.bsky.social · 30/06/2025
If you’re curious about how the shape of brain networks encodes identity and information, take a look at the full paper here: biorxiv.org/content/10.1... 10/n
biorxiv.org
The Topological Architecture of Brain Identity
Accurately identifying individuals from brain activity—functional fingerprinting—is a powerful tool for understanding individual variability and detecting brain disorders. Most current approaches rely...
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Simone Poetto @poetz.bsky.social · 30/06/2025
This balance between redundancy and synergy, woven into each person’s unique topological scaffold, may offer a new lens on individual variability, and a powerful pathway for identifying cognitive or clinical biomarkers. 9/n
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Simone Poetto @poetz.bsky.social · 30/06/2025
Third: most intriguingly, we found that the scaffold's structure dictates its information flow. The borders of loops handle redundant information, while the connections spanning these loops exhibit high synergy. It's a beautiful metaphor: integration happens within the voids. 8/n
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Simone Poetto @poetz.bsky.social · 30/06/2025
Second, while FC fingerprints often draw from features confined to particular brain networks, scaffolds gain their power from inter-network connections. In other words, identity seems to live in how different large-scale brain systems interact 7/n
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Simone Poetto @poetz.bsky.social · 30/06/2025
First, scaffold-based fingerprints achieved near-perfect identification accuracy (~100%), outperforming FC-based methods (~90%). Even more 🤯, they remained robust across different preprocessing strategies, brain atlases, and dramatically shortened scan times. 6/n
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Simone Poetto @poetz.bsky.social · 30/06/2025
We tested this approach on resting-state fMRI data from 100 unrelated individuals in the Human Connectome Project. The results were striking. 5/n
media.tenor.com
a basketball court with the word awesome on the bottom right
ALT: a basketball court with the word awesome on the bottom right
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Simone Poetto @poetz.bsky.social · 30/06/2025
To better capture this richer structure, we use homological scaffolds. Picture incrementally building a brain network by adding connections in order of strength. As we do this, loops begin to form. The scaffold is made of all edges that participate in these mesoscale loops 4/n
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Simone Poetto @poetz.bsky.social · 30/06/2025
Traditional approaches to brain fingerprinting typically rely on Functional Connectivity (FC), which measures pairwise correlations between brain regions. But brains don’t just operate in pairs—networks of regions interact in complex, higher-order ways that FC often misses. 3/n
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Simone Poetto @poetz.bsky.social · 30/06/2025
We show that the topological structure of brain connectivity—, homological scaffolds—offers a powerful and highly robust way to identify individuals based on their functional brain organization. 2/n
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Simone Poetto @poetz.bsky.social · 30/06/2025
Thrilled to finally share a huge piece of my PhD project! Our paper “The Topological Architecture of Brain Identity” is now out on bioRxiv: biorxiv.org/content/10.1... 🧵 1/n
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