BI 234 Juan Gallego: The Neural Manifold Manifesto
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Brain Inspired
BI 234 Juan Gallego: The Neural Manifold Manifesto
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Download file | Play in new window | Duration: 02:01:31 | Recorded on March 25, 2026
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Juan Gallego runs the Neocybernetics Lab at the Champalimaud Centre for the Unknown in Lisbon, Portugal, affiliated with the neuroscience of disease and neuroscience programs, and the centre for restorative neurotechnology.
Juan has worked a lot on neural manifolds – the mathematical objects neuroscience is using more and more to describe how big populations of neurons coordinate their activity to do useful things. In fact, he recently gave a short talk that he titled The Manifold Manifesto, because he was asked to be provocative. And he was provocative, suggesting that manifolds are real – as real as chairs and tables are, that they have causal power, and they might be a target of evolution. Of course he talked about his own and others work to support those claims. So today we discuss many of those themes, through the lens of his own and others work, and we talk about what keeps him up at night about the possible limits of using manifolds to connect brain activity with behavior and mental phenomena.
He’s not just a manifold person, though. Juan is more broadly interested in motor control and how brains do it.
We also discuss his work in patients with spinal cord injuries, who don’t have enough nerve connections to their muscles to actually move, but have enough nerve connections that some signal gets through. Juan and his colleagues can detect that little bit getting through, and use it to infer what behaviors the patients intend to do, and they can use that information to control actions in a computer simulation. The hope is that this will translate to controlling prosthetics to give spinal cord injury patients their mobility again.
* Neocybernetics Lab.
* @juangallego.bsky.social
* Related papers
* A neural manifold view of the brain.
* A neural implementation model of feedback-based motor learning.
* Conjoint specification of action by neocortex and striatum.
* Integrating across behaviors and timescales to understand the neural control of movement.
* Evolutionarily conserved neural dynamics across mice, monkeys, and humans.
0:00 – Intro
4:37 – Manifolds
14:30 – Strengths and weaknesses
24:32 – Conserved manifolds across animals and species
34:31 – Causality and manifolds
47:29 – Constraints and causes
51:05 – What to measure
58:55 – Complexity and manifolds
1:10:29 – Juan’s background
1:14:08 – Prosthetics for spinal cord injuries
1:41:06 – Integrating across behaviors and timescales
1:46:56 – Conjoint specification of action by neocortex and striatum.
Thx Paul for a very informative and inspired Brain Inspired.
https://braininspired.co/podcast/234/
#neuroscience #reductionism (not) #behaviour
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