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Patrick Mineault

@patrickmineault

NeuroAI, vision, open science. NeuroAI researcher at Amaranth Foundation. Previously engineer @ Google, Meta, Mila. Updates from http://neuroai.science

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19.09.2023
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Latest posts by Patrick Mineault @patrickmineault

I want to write a fun little post on what we've learned in neuroscience in the last 20 years. What are the most interesting results you can think of? Biggest trends?

08.03.2026 01:17 πŸ‘ 6 πŸ” 1 πŸ’¬ 2 πŸ“Œ 0
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Compact deep neural network models of the visual cortex Nature - Parsimonious deep neural network models can be used for prediction of visual neuron responses.

DNN models of the brain are getting bigger. Are we replacing one complicated system in vivo with another in silico?

In new work, we seek the *smallest* DNN models of visual cortex, balancing prediction with parsimony.

It turns out these compact models are surprisingly small!

rdcu.be/e5H8G

26.02.2026 22:32 πŸ‘ 105 πŸ” 37 πŸ’¬ 3 πŸ“Œ 3

Some soup for you!

05.03.2026 16:54 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

CAMs or soup?

05.03.2026 15:45 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Lots of things to think about in these posts from @patrickmineault.bsky.social -- nice to see more blog entries :)

05.03.2026 15:37 πŸ‘ 2 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Cell types: from genes to circuits Part II in our series on cell types and connectomes

Here's the second one: www.neuroai.science/p/cell-types... . I made a New Year's resolution to blog more, and so far I'm sticking to it!

05.03.2026 15:16 πŸ‘ 8 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
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Cell types: encoding the brain's BIOS Inferring the structure of primary rewards from connectomics

What are cell types good for, computationally? Encoding innate behavior! In this 2-parter, I break down the relationship between cell typesβ€”which I had, in years prior, dismissed as mere implementation detailβ€”and computation. I changed my mind!

www.neuroai.science/p/cell-types...

05.03.2026 15:16 πŸ‘ 44 πŸ” 13 πŸ’¬ 2 πŸ“Œ 3
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a screenshot of a video game with a time of 18:15 ALT: a screenshot of a video game with a time of 18:15

Time to bring back the Virtual Boy

25.02.2026 01:11 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Book cover. A silhouette of a person's head filled with colorful geometric shapesβ€”perhaps symbolizing cognitive resources or deployment thereof. The style is attractive and modern, if generic.

text: 
The Rational Use of Cognitive Resources
Falk Lieder, Frederick Callaway, Thomas L. Griffithts

Book cover. A silhouette of a person's head filled with colorful geometric shapesβ€”perhaps symbolizing cognitive resources or deployment thereof. The style is attractive and modern, if generic. text: The Rational Use of Cognitive Resources Falk Lieder, Frederick Callaway, Thomas L. Griffithts

I'm excited to announce that I had my first (co-authored) book published today! "The Rational Use of Cognitive Resources" with Falk Lieder and Tom Griffiths (@cocoscilab.bsky.social ). You can read it for free! (see thread)

18.02.2026 01:05 πŸ‘ 142 πŸ” 45 πŸ’¬ 2 πŸ“Œ 0

The revised version of our paper on the impact of top-down feedback is now out @elife.bsky.social:

doi.org/10.7554/eLif...

tl;dr: we show that using human-brain-like feedback/anatomy in a deep RNN leads to human-like visual biases!

This work was led by @tmshbr.bsky.social

#NeuroAI πŸ§ πŸ“ˆ πŸ§ͺ

17.02.2026 22:54 πŸ‘ 55 πŸ” 14 πŸ’¬ 0 πŸ“Œ 0

🚨 new work from the lab on how eye movements πŸ‘€ versus orofacial movements influence 🐭 visual cortex activity 🧠 #neuroscience #behavior #neuroAI

09.02.2026 17:39 πŸ‘ 45 πŸ” 11 πŸ’¬ 0 πŸ“Œ 0
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The Good Research Code Handbook This handbook is for grad students, postdocs and PIs who do a lot of programming as part of their research. It will teach you, in a practical manner, how to organize your code so that it is easy to...

Discovered @patrickmineault.bsky.social's excellent Good Research Code Handbook today, which was always awesome, but is even more necessary as more scientists consider integrating coding agents into their workflows.

goodresearch.dev

31.01.2026 20:29 πŸ‘ 16 πŸ” 5 πŸ’¬ 1 πŸ“Œ 0
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Claude Code for Scientists Abundant code without the sharp edges

www.neuroai.science/p/claude-cod...

Why yes this is very helpful for me as an undergrad. I like the way the methods that Patrick laid, how to aid research using AI and its pros vs cons

29.01.2026 16:24 πŸ‘ 15 πŸ” 7 πŸ’¬ 0 πŸ“Œ 2

From @patrickmineault.bsky.social, on how scientists can use Claude Code to help with all the heavy data analysis coding that is a big part of our lives.

use a make system, set up folder structures, write tests, use git, use package managers. Notes on notebooks and visualizations too. πŸ§ͺ

30.01.2026 04:15 πŸ‘ 20 πŸ” 5 πŸ’¬ 1 πŸ“Œ 1

πŸš¨πŸ“œ+🧡🚨 Very excited about this work showing that people with no hand function following a spinal cord injury can control the activity of motor units from those muscles to perform 1D, 2D and 3D tasks, play video games, or navigate a virtual wheelchair

By a wonderful team co-mentored w Dario Farina

07.01.2026 22:36 πŸ‘ 72 πŸ” 17 πŸ’¬ 1 πŸ“Œ 2
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2025: A Review of the Year in Neuroscience Enlightening the brain

Just published my review of neuroscience in 2025, on The Spike.

The 10th of these, would you believe?

This year we have foundation models, breakthroughs in using light to understand the brain, a gene therapy, and more

Enjoy!

medium.com/the-spike/20...

30.12.2025 15:52 πŸ‘ 143 πŸ” 66 πŸ’¬ 6 πŸ“Œ 11
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✈️ Montreal AI and Neuroscience is over, off to Costa Rica. Great catching up all things NeuroAI with hometown friends. Thanks for the shirt and the bagels, folks!

16.12.2025 03:11 πŸ‘ 14 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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πŸ”΄ Live: Panel discussion #1: @ MAIN2025

The future of Neuroscience - The role of AI ?Β 

with Andreas Tolias, Siva Reddy, Joao Sacramento, Ching Fang + Eva Portelance

Moderated by Patrick Mineault @patrickmineault.bsky.social

@andreastolias.bsky.social

12.12.2025 18:23 πŸ‘ 14 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
STSBench: A Large-Scale Dataset for Modeling Neuronal Activity in... The primate visual system is typically divided into two streams β€” the ventral stream, responsible for object recognition, and the dorsal stream, responsible for encoding spatial relations and...

What I would have done for a dataset like this to exist in grad school! One day, we'll figure out the dorsal stream. openreview.net/forum?id=Ila...

02.12.2025 20:00 πŸ‘ 12 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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a man in a suit and tie says you stay classy san diego in front of a channel 4 news team ALT: a man in a suit and tie says you stay classy san diego in front of a channel 4 news team

Headed to NeurIPS, looking forward to catching up with you about NeuroAI, foundation models of the brain, AI safety and AI for science

02.12.2025 17:48 πŸ‘ 17 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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This equivocation of oscillations and continual learning is a bit of stretch... I'm surprised they didn't get dinged by the reviewers for neuro-babble. openreview.net/forum?id=nbM...

29.11.2025 03:43 πŸ‘ 12 πŸ” 1 πŸ’¬ 3 πŸ“Œ 0

We're almost at the end of the year, and that means an end-of-year review! Send me your favorite NeuroAI papers of the year (preprints or published, late last year is fine too).

19.11.2025 16:14 πŸ‘ 29 πŸ” 6 πŸ’¬ 10 πŸ“Œ 0

New #NeuroAI #compneurosky preprint! To better understand how target-directed learning works in the brain, we sought to engineer an artificial neural network capable of solving complex image classification tasks that comprises only experimentally-supported biological building blocks. (1/15)

27.05.2025 18:40 πŸ‘ 49 πŸ” 19 πŸ’¬ 1 πŸ“Œ 1

iPad + Apple Pencil + Concepts

07.11.2025 00:22 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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I had way too much fun making these diagrams. Sure, it's not as legible as if I had typed out the text; but I feel like these have a bit more personality

06.11.2025 23:02 πŸ‘ 9 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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The curriculum effect in visual learning: the role of readout dimensionality Generalization of visual perceptual learning (VPL) to unseen conditions varies across tasks. Previous work suggests that training curriculum may be integral to generalization, yet a theoretical explan...

🚨 New preprint alert!

πŸ§ πŸ€–
We propose a theory of how learning curriculum affects generalization through neural population dimensionality. Learning curriculum is a determining factor of neural dimensionality - where you start from determines where you end up.
πŸ§ πŸ“ˆ

A 🧡:

tinyurl.com/yr8tawj3

30.09.2025 14:25 πŸ‘ 79 πŸ” 25 πŸ’¬ 1 πŸ“Œ 2

Congrats!

12.09.2025 15:48 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Thrilled to share that our work is now published in Science! ✨

We found a preference for visual objects in the mouse spatial navigation system where they dynamically refine head-direction coding. In short, objects boost our inner compass! 🧭

www.science.org/doi/10.1126/...

🧡1/

11.09.2025 20:12 πŸ‘ 175 πŸ” 72 πŸ’¬ 8 πŸ“Œ 6
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Having fun facilitating this amazing group of young Profs at the #Neuro4Pros workshop with @kordinglab.bsky.social and @meganakpeters.bsky.social, @yaelniv.bsky.social, and Hannah Bayer.

Watch out world: this is the next generation of leaders!

compneurosci.com/Neuro4Pros/i...

26.08.2025 21:27 πŸ‘ 67 πŸ” 11 πŸ’¬ 2 πŸ“Œ 2

So many arguments boil down to "my semantic boundaries are slightly different than yours"

20.08.2025 20:43 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0