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neurosock🧠Brain Chips🦾

@neurosock

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#BrainChips monthly recap. I make #neuro papers easy to understand. To make #Neuralink possible. Neuro PhD. AI🤖ML👾Data Sci 📊 Monkeys🐵Future🚀Cyberpunk⚡🦾🌌

The future
Joined June 2020
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@neurosock
neurosock🧠Brain Chips🦾
3 months
The brain uses orthogonal sub-dimensions in neural space as communication channels. This is a great new paper using Neuropixels from ~6500 neurons on 8 cortical and deep regions in mice. Simplifying the space helps a lot to understand the idea. Here is my toy model and notes:
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@neurosock
neurosock🧠Brain Chips🦾
3 days
Where's Doomscrolling in the brain? Evolved circuits in ant. cingulate & vlPFC to seek info about bad possibilities. Helped us survive resolving uncertainty. Problem? Our brains weren't made for X. News hijack this, trapping us in a compulsive loop #neuroscience #anxiety #brain
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@neurosock
neurosock🧠Brain Chips🦾
3 days
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@neurosock
neurosock🧠Brain Chips🦾
3 days
This can lead to the compulsive "checking, checking, checking" behavior of doomscrolling, as our brains are drawn to seek out every "worrisome tidbit" to try and understand potential threats, even if we have no power to prevent them.
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@neurosock
neurosock🧠Brain Chips🦾
3 days
The Compulsive Loop is this constant stream of new, often negative, information may trigger our brain's ancient drive to resolve uncertainty.
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@neurosock
neurosock🧠Brain Chips🦾
3 days
The "Information Age" Mismatch is that our brains "aren't well equipped to deal with the information age." We now have a "constant availability of information" (like endless social media feeds).
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@neurosock
neurosock🧠Brain Chips🦾
3 days
They identified the anterior cingulate cortex and ventrolateral prefrontal cortex as key areas involved in the choice to seek information about unwanted possibilities. These circuits weigh whether we want to know the bad news or prefer to remain ignorant.
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@neurosock
neurosock🧠Brain Chips🦾
3 days
We have a Drive to Resolve Uncertainty. Our brains are wired to seek information, even about potential negative events. This likely evolved as a survival mechanism in an uncertain world.
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@neurosock
neurosock🧠Brain Chips🦾
3 days
This research suggests doomscrolling might be driven by specific brain circuits that evolved to help us deal with uncertainty. https://t.co/EzfuAOf46f Here’s how the article explains it:
Tweet card summary image
medicine.washu.edu
Provides insight into how people decide whether they want to know what future holds
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@neurosock
neurosock🧠Brain Chips🦾
3 days
Where's Doomscrolling in the brain? Evolved circuits in ant. cingulate & vlPFC to seek info about bad possibilities. Helped us survive resolving uncertainty. Problem? Our brains weren't made for X. News hijack this, trapping us in a compulsive loop #neuroscience #anxiety #brain
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@neurosock
neurosock🧠Brain Chips🦾
6 days
Dopamine ≠ reward but turns out, also not the learning molecule we thought. If DA RPE is the emperor, this work SCREAMS it was running naked all the time. This paper got quite some attention recently. Let me explain why it is so relevant. Here is my toy model and notes:
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@neurosock
neurosock🧠Brain Chips🦾
6 days
If you like this, and think I should keep doing these every week, hit a like on the first post! It motivates me to spend 5-6 hours a week preparing each summary 😇.
@neurosock
neurosock🧠Brain Chips🦾
6 days
Dopamine ≠ reward but turns out, also not the learning molecule we thought. If DA RPE is the emperor, this work SCREAMS it was running naked all the time. This paper got quite some attention recently. Let me explain why it is so relevant. Here is my toy model and notes:
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@neurosock
neurosock🧠Brain Chips🦾
6 days
Disclaimers: 1) This is a simplification from a very complex paper! Sorry if I omitted some details, it is all for clarity 😸 2) As any paper, this study has to be further REPLICATED to know if its true!
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@neurosock
neurosock🧠Brain Chips🦾
6 days
Limitations: The study used head-fixed mice, which restricts their natural movement repertoire. The findings must also be tested in more complex, non-Pavlovian tasks.
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@neurosock
neurosock🧠Brain Chips🦾
6 days
Implications for neuro: This challenges a foundational dogma about dopamine and learning. It shifts focus from abstract cognitive states to the concrete physical actions and motor vigor that DA might directly encode.
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@neurosock
neurosock🧠Brain Chips🦾
6 days
DA is an adaptive signal that switches its function in real-time. Upon reward delivery, it stops predicting force and starts predicting the *rate of licking* (Fig 9h, 9j).
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@neurosock
neurosock🧠Brain Chips🦾
6 days
Optogenetically stimulating DA neurons in place of reward was *not sufficient* for learning. Inhibiting DA neurons during the task *did not impair* learning (Fig 10b, 10i).
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@neurosock
neurosock🧠Brain Chips🦾
6 days
Changes in DA firing due to reward magnitude, probability, and omission were all explained by parallel changes in the *force* the mice exerted (Figs 4, 5).
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@neurosock
neurosock🧠Brain Chips🦾
6 days
This force-tuning was independent of reward, appearing during spontaneous movements. It even held true during an aversive air puff, proving it's not about "reward" (Fig 3e, 3h).
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@neurosock
neurosock🧠Brain Chips🦾
6 days
This is how we learned that from their results: They identified two distinct DA neuron types: "Forward" and "Backward" populations. These cells fire to drive movement in a specific direction (Fig 1e, 1h, 1k).
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