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Jacob Zavatone-Veth

@jzv

Theoretical neuroscientist; currently a Harvard Junior Fellow. jzv.io

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12.07.2023
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Latest posts by Jacob Zavatone-Veth @jzv

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NEW: #Kempner researchers develop a mean-field theory of task-trained RNNs that bridges random and learned connectivityβ€”and find macaque motor cortex is best captured by an intermediate, task-specific recurrent structure.
Read the blog post πŸ‘‡
πŸ”— bit.ly/47f3Ldl

04.03.2026 16:46 πŸ‘ 23 πŸ” 9 πŸ’¬ 2 πŸ“Œ 0
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I am totally pumped about this new work . "Task-trained RNNs" are a powerful and influential framework in neuroscience, but have lacked a firm theoretical footing. This work provides one, and makes direct contact with the classical theory of random RNNs:
www.biorxiv.org/content/10.6...

04.03.2026 17:12 πŸ‘ 84 πŸ” 31 πŸ’¬ 2 πŸ“Œ 3

Indeed, that's a typo - a regrettable artefact of changing z-transform notation. Thanks for catching it!

16.02.2026 14:12 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

How do past sensory experiences prepare us for new ones? Our new paper tackles this long-standing question, revealing a role for activity sequences in the olfactory bulb. Excited to share our work led by @jonvgill.bsky.social with Mursel Karadas & Shy Shoham
www.biorxiv.org/content/10.6...

26.01.2026 03:05 πŸ‘ 28 πŸ” 6 πŸ’¬ 1 πŸ“Œ 1
Client Challenge

My paper on the head direction neurons in the larval zebrafish is now published on Nature! Read it here:
www.nature.com/articles/s41...

10.01.2026 11:39 πŸ‘ 41 πŸ” 8 πŸ’¬ 2 πŸ“Œ 2
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What is the computational role of dendritic excitations? Byung Hun Lee and team mapped voltage dynamics throughout the dendritic trees of CA1 pyramidal neurons in mice navigating in virtual reality. www.biorxiv.org/content/10.6...

04.01.2026 06:17 πŸ‘ 130 πŸ” 50 πŸ’¬ 3 πŸ“Œ 2
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Have you ever wondered what you would find if you could keep your eyes on a bee for more than a few meters? Us, too!

preprint (with videos!) + thread 🧡

Precise, individualized foraging flights in honey #bees 🐝 revealed by multicopter drone-based tracking

www.biorxiv.org/content/10.6...

1/9

06.12.2025 13:57 πŸ‘ 371 πŸ” 151 πŸ’¬ 9 πŸ“Œ 16

First paper from the lab!
We propose a model that separates estimation of odor concentration and presence and map it on olfactory bulb circuits
Led by @chenjiang01.bsky.social and @mattyizhenghe.bsky.social joint work with @jzv.bsky.social and with @neurovenki.bsky.social @cpehlevan.bsky.social

04.11.2025 15:40 πŸ‘ 36 πŸ” 13 πŸ’¬ 2 πŸ“Œ 1

Happy to see this long-in-the-making collaboration with @paulmasset.bsky.social out on bioRxiv!

04.11.2025 15:42 πŸ‘ 10 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Simultaneous detection and estimation in olfactory sensing https://www.biorxiv.org/content/10.1101/2025.11.01.686013v1

03.11.2025 23:15 πŸ‘ 15 πŸ” 6 πŸ’¬ 0 πŸ“Œ 2
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Connectivity Structure and Dynamics of Nonlinear Recurrent Neural Networks The structure of brain connectivity predicts collective neural activity, with a small number of connectivity features determining activity dimensionality, linking circuit architecture to network-level...

Now in PRX: Theory linking connectivity structure to collective activity in nonlinear RNNs!
For neuro fans: conn. structure can be invisible in single neurons but shape pop. activity
For low-rank RNN fans: a theory of rank=O(N)
For physics fans: fluctuations around DMFT saddle⇒dimension of activity

03.11.2025 21:47 πŸ‘ 60 πŸ” 16 πŸ’¬ 2 πŸ“Œ 2

This week's sensorimotor superlab reading list is out https://superlab.ca/posts/2025-09-05-list302.html @andpru.bsky.social @diedrichsenjorn.bsky.social @gribblelab.org #neuroskyence #psychscisky #Sensorimotor

05.09.2025 10:00 πŸ‘ 4 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
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Frontiers | Summary statistics of learning link changing neural representations to behavior How can we make sense of large-scale recordings of neural activity across learning? Theories of neural network learning with their origins in statistical phy...

...it's now published, as part of a special issue organized by Harvard neuro colleagues Takao Hensch and Kenny Blum: www.frontiersin.org/journals/neu... (2/2)

04.09.2025 18:30 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Frontiers | Summary statistics of learning link changing neural representations to behavior How can we make sense of large-scale recordings of neural activity across learning? Theories of neural network learning with their origins in statistical phy...

Since I'm back on BlueSky - with @frostedblakess.bsky.social and @cpehlevan.bsky.social we wrote a brief perspective on how ideas about summary statistics from the statistical physics of learning could potentially help inform neural data analysis... (1/2)

04.09.2025 18:30 πŸ‘ 34 πŸ” 10 πŸ’¬ 1 πŸ“Œ 0

Happy to see this collaboration with @neurovenki.bsky.social out - featuring great work by Juan Carlos!

04.09.2025 18:24 πŸ‘ 10 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Convergent motifs of early olfactory processing are recapitulated by layer-wise efficient coding The architecture of early olfactory processing is a striking example of convergent evolution. Typically, a panel of broadly tuned receptors is selectively expressed in sensory neurons (each neuron exp...

Excited to share new computational work, led by @jzv.bsky.social, driven by Juan Carlos Fernandez del Castillo + contribution from Farhad Pashakanloo. We recover 3 core motifs in the olfactory system of evolutionarily distant animals using a biophysically-grounded model + efficient coding ideas!

04.09.2025 16:51 πŸ‘ 24 πŸ” 12 πŸ’¬ 0 πŸ“Œ 1

Excited to share our latest!! Thanks to everyone involved especially @neurovenki.bsky.social!

02.09.2025 15:38 πŸ‘ 16 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
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Mice navigate scent trails using predictive policies Animals actively sense their environment to extract features of interest to guide behaviors. For mammals, odors are prominent environmental features which are sampled by active modulation of sniffing ...

Thrilled to share this work, long time in the making! Carried through creatively by @siddjakes.bsky.social after initial design & piloting by @trackingskills.bsky.social, with help from @trackingactions.bsky.social. Modeling in collaboration with Massimo Vergassola & Nicola Rigolli.

01.09.2025 19:06 πŸ‘ 125 πŸ” 42 πŸ’¬ 1 πŸ“Œ 2
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Multi-timescale reinforcement learning in the brain - Nature Individual dopaminergic neurons encode future rewards over distinct temporal horizons.

Our work with Pablo Tano, @hyunggoo-kim.bsky.social Athar Malik, Alexandre Pouget and @naoshigeuchida.bsky.social exploring how dopamine neurons could enable multi-timescale reinforcement learning in the brain is out in @nature.com
www.nature.com/articles/s41...

04.06.2025 18:11 πŸ‘ 111 πŸ” 45 πŸ’¬ 8 πŸ“Œ 2

Don't miss our #Cosyne2025 poster (3-128) 'Simultaneous detection and mapping in the olfactory bulb' proposing a new computational role for mitral and tufted cells in the olfactory bulb
with Matthew He, @chenjiang01.bsky.social @neurovenki.bsky.social @cpehlevan.bsky.social @jzv.bsky.social

29.03.2025 13:54 πŸ‘ 8 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
JTN - 2025 JTN - 2025

Applications are open for the 2025 Flatiron Institute Junior Theoretical Neuroscience Workshop! A two-day workshop 7/10-7/11 in NYC for PhD students and postdocs. All travel paid. Apply by April 14th.πŸ§ πŸ—½πŸ§‘β€πŸ”¬http://jtnworkshop2025.flatironinstitute.org/
@flatironinstitute.org @simonsfoundation.org

06.03.2025 16:24 πŸ‘ 40 πŸ” 20 πŸ’¬ 0 πŸ“Œ 5

Science Matters. πŸ”¬
For 80 years, science has been a north star for the U.S. In 1945, Vannevar Bush’s report Science, The Endless Frontier called for bold government investment in research transforming our health, economy, quality of life. Science is not zero-sumβ€”it creates value and better lives.

07.03.2025 05:25 πŸ‘ 76 πŸ” 27 πŸ’¬ 0 πŸ“Œ 3
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In our new paper @dulaclab.bsky.social, we investigated a fundamental question in social neuroscience: the origin of "sociality" (the need of being together) at the levels of behavior, neuron type, neural circuit and sensory modulation. (Detailed digest below) (1/7)
www.nature.com/articles/s41...

27.02.2025 16:05 πŸ‘ 46 πŸ” 12 πŸ’¬ 2 πŸ“Œ 5

Honoured to have been selected as a #SloanFellow
Thankful for all the support from family, mentors, collaborators, colleagues and students along the way!
@sloanfoundation.bsky.social

18.02.2025 22:13 πŸ‘ 48 πŸ” 9 πŸ’¬ 3 πŸ“Œ 0
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Perception and neural representation of intermittent odor stimuli in mice Odor cues in nature are sparse and highly fluctuating due to turbulent transport. To investigate how animals perceive these intermittent cues, we developed a behavioral task in which head-restrained m...

Yes, many worrying things happening in science that should take priority in grabbing our attention - but we are worried precisely because scientific knowledge is worth creating. In that spirit, I am proud to highlight our latest @biorxivpreprint.bsky.social preprint! #neuroscience πŸ§ͺ

13.02.2025 18:34 πŸ‘ 60 πŸ” 16 πŸ’¬ 1 πŸ“Œ 1
Picture of neural manifolds for the two choices in a decision-making task, depicted in 3D and in 2D

Picture of neural manifolds for the two choices in a decision-making task, depicted in 3D and in 2D

New preprint: "The geometry of the neural state space of decisions", work by Mauro Monsalve-Mercado, buff.ly/42wVHD5. Surprising results & predictions! (Thread) We analyze neuropixel population recordings in macaque area LIP during a reaction time, random-dot motion 1/

31.01.2025 14:32 πŸ‘ 173 πŸ” 67 πŸ’¬ 3 πŸ“Œ 2
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Symmetries and continuous attractors in disordered neural circuits A major challenge in neuroscience is reconciling idealized theoretical models with complex, heterogeneous experimental data. We address this challenge through the lens of continuous-attractor networks...

Theory in neuroscience, you say? How about this preprint by @david-g-clark.bsky.social, with a couple of others you might recognize? :-) #neuroscience

27.01.2025 00:23 πŸ‘ 35 πŸ” 9 πŸ’¬ 0 πŸ“Œ 1

The thing is β€œcancer research” is *incredibly* popular. Everyone knows people with cancer. This is slam dunk shit.

25.01.2025 04:48 πŸ‘ 607 πŸ” 151 πŸ’¬ 13 πŸ“Œ 6
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Leading Computational Neuroscientist SueYeon Chung to join Harvard’s Kempner Institute and FAS’ Center for Brain Science - Kempner Institute CAMBRIDGE, MA β€”The Kempner Institute announced today the appointment of SueYeon Chung (PhD β€˜17), who returns to Harvard as a Kempner Institute Investigator and faculty member in the Faculty of […]

Excited to welcome @sueyeonchung.bsky.social to Harvard!! She will be at the @kempnerinstitute.bsky.social and the Center for Brain Science. We are very lucky!!

22.01.2025 16:31 πŸ‘ 56 πŸ” 4 πŸ’¬ 2 πŸ“Œ 0