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Gaia Tavoni

@gaia-tavoni

physicist and theoretical neuroscientist

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15.03.2025
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Latest posts by Gaia Tavoni @gaia-tavoni

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Couldn't be prouder of my team at #SfN25 - Timothy and Kaining crushed their poster session yesterday! ๐Ÿ˜

17.11.2025 16:30 ๐Ÿ‘ 3 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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Long-standing theoretical neuroscience fellowship program loses financial support Funding from the Swartz and Sloan Foundations helped bring physicists and mathematicians into neuroscience for more than 30 years.

I will always be grateful for the immense -- and unique -- contribution the Swartz Program made in supporting theoretical neuroscience over the past 30 years. Its closure leaves a profound void. doi.org/10.53053/FPR...

26.08.2025 21:59 ๐Ÿ‘ 8 ๐Ÿ” 2 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Finally, in bipartite models of the CA3-DG circuit in the hippocampus, a wiring strategy called "quasi-indexing" can boost memory capacity and protect stored information even when some neurons are lost, offering new insights into how the brain encodes and safeguards memories.

20.06.2025 19:34 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

This prediction holds across various biologically relevant scenarios, including the storage of independent patterns in both classical and dendritic networks, as well as the storage of correlated patterns clustered around prototypes that represent concepts.

20.06.2025 19:34 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Although heterogeneity in neuron coding levels and inward connection counts (in-degrees) generally reduces capacity, maximal capacity is retained when these two parameters are correlated.

20.06.2025 19:34 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

We derived an analytical formula for the maximal memory capacity of networks with heterogeneous neuron activation rates (coding levels) and arbitrary connectivity architectures. Using this result, we made normative predictions about the properties that maximize capacity in brain-inspired networks.

20.06.2025 19:34 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Our paper on the memory capacity of heterogeneous networks is now published in PRX Life! First author: Kaining Zhang. Congratulations, Kaining! journals.aps.org/prxlife/abst...

20.06.2025 19:34 ๐Ÿ‘ 7 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

The conundrum of the undergrad neuro program: should it be deeply quantitative or not? How do you design a single program that accommodates both students drawn to eg behavioral neuro & those interested in the intersection with maths? & not being only premed?

Blake shares an interesting story ๐Ÿ‘‡

06.05.2025 12:32 ๐Ÿ‘ 7 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
I dazi di Trump aprono al contrabbando: un nuovo proibizionismo
I dazi di Trump aprono al contrabbando: un nuovo proibizionismo YouTube video by Roberto Saviano Official

Chi ci guadagna dai dazi di Trump? Cosa c'entra la #Cina? In questo video vi voglio raccontare la strategia estorsiva di #Trump, cioรจ quella di portare gli stati a negoziare alle sue condizioni, e cosa c'entra la mafia con tutto questo.

16.04.2025 18:16 ๐Ÿ‘ 26 ๐Ÿ” 7 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 2

One can reckon that the landscape of science funding is changing in the United States.
Whatever happens, I do hope that we see more targeted focused organizations adding up a new dimension to what the traditional university departments and industry research labs were/are doing.

06.04.2025 14:23 ๐Ÿ‘ 5 ๐Ÿ” 3 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Congrats Trevor! We are excited to welcome you to WashU :)

04.04.2025 01:16 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Excited to join @WashUPhysics as an assistant professor in Fall 2025! My group will develop non-equilibrium statistical physics to study criticality in biologyโ€”biomolecular condensates, gene regulation & adaptive immune systems. DM for postdoc/grad openings! #myphysicsjourney

03.04.2025 18:45 ๐Ÿ‘ 39 ๐Ÿ” 4 ๐Ÿ’ฌ 9 ๐Ÿ“Œ 0

Here, we began to bridge computational and algorithmic perspectives on sensory coding, integrating multimodal function. In an upcoming study, we will further connect computational and implementational perspectives, moving toward a full integration of Marr's triad. Stay tuned!

16.03.2025 17:35 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

(3) Finally, it provides a normative explanation for a class of observed ๐˜ฎ๐˜ถ๐˜ญ๐˜ต๐˜ช๐˜ฎ๐˜ฐ๐˜ฅ๐˜ข๐˜ญ receptive fields while integrating previous knowledge of ๐˜ถ๐˜ฏ๐˜ช๐˜ฎ๐˜ฐ๐˜ฅ๐˜ข๐˜ญ processing as a special case within a broader, unitary framework.

16.03.2025 17:35 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

(2) The study demonstrates how efficient and predictive ๐˜ค๐˜ฐ๐˜ฎ๐˜ฑ๐˜ถ๐˜ต๐˜ข๐˜ต๐˜ช๐˜ฐ๐˜ฏ๐˜ด are concurrently supported by a shared neural substrate and how different network components can implement these computations at the ๐˜ข๐˜ญ๐˜จ๐˜ฐ๐˜ณ๐˜ช๐˜ต๐˜ฉ๐˜ฎ๐˜ช๐˜ค level.

16.03.2025 17:35 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

(1) The study shows that in feedback-modulated canonical networks, efficient coding automatically generates predictive codes, where stimuli from one modality can serve as predictors for stimuli in another modality. Cross-modal ๐˜ฑ๐˜ณ๐˜ฆ๐˜ฅ๐˜ช๐˜ค๐˜ต๐˜ช๐˜ท๐˜ฆ computations are an emergent property of ๐˜ฆ๐˜ง๐˜ง๐˜ช๐˜ค๐˜ช๐˜ฆ๐˜ฏ๐˜ต codes.

16.03.2025 17:35 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Convergence of efficient and predictive coding in multimodal sensory processing The existence of pathways connecting different sensory modalities in the brain challenges the traditional view of sensory systems as operating independently. However, the reasons and mechanisms underl...

New ms! www.biorxiv.org/content/10.1...
I developed a normative coding theory for feedback-modulated canonical networks, providing a unified view of (1) efficient & predictive coding, (2) computational & algorithmic principles, (3) unimodal & multimodal sensory processing.

16.03.2025 17:35 ๐Ÿ‘ 15 ๐Ÿ” 4 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Breaking the barrier between theorists and experimentalists Many neuroscience students are steeped in an experiment-first style of thinking. Letโ€™s not forget how theory can guide experiments.

Many neuroscience students are steeped in an experiment-first style of thinking that leads to โ€œrandom walk science.โ€ Letโ€™s not forget how theory can guide experiments towards deeper insights, writes @gershbrain.bsky.social.

#neuroskyence

www.thetransmitter.org/theoretical-...

24.02.2025 14:55 ๐Ÿ‘ 135 ๐Ÿ” 55 ๐Ÿ’ฌ 4 ๐Ÿ“Œ 8