Kayson Fakhar
@kayson.bsky.social
Post-Doc @camneuro.bsky.social | Computational Neuroscience, Neuro-AI, and a bit more.
https://kaysonfakhar.com
https://kaysonfakhar.com
Reposted by Kayson Fakhar
Throughout this work, we found it really helpful to organize our thinking along 'Marr's three levels of analysis':
1. the computational problem
2. the algorithmic solution
3. biophysical implementation
Check out our review laying out this conceptual framework here: buff.ly/NE4JEOA
1. the computational problem
2. the algorithmic solution
3. biophysical implementation
Check out our review laying out this conceptual framework here: buff.ly/NE4JEOA
Marr's three levels for embryonic development: information, dynamical systems, gene networks
Developmental patterning comprises processes that range from purely instructed, where external signals specify cell fates, to fully self-organized, where spatial patterns emerge autonomously through…
arxiv.org
January 5, 2026 at 8:00 AM
Throughout this work, we found it really helpful to organize our thinking along 'Marr's three levels of analysis':
1. the computational problem
2. the algorithmic solution
3. biophysical implementation
Check out our review laying out this conceptual framework here: buff.ly/NE4JEOA
1. the computational problem
2. the algorithmic solution
3. biophysical implementation
Check out our review laying out this conceptual framework here: buff.ly/NE4JEOA
Reposted by Kayson Fakhar
And also wishing them a swift and decisive victory. May there be freedom. Why is no one saying this part? I want to come visit Iran.
January 3, 2026 at 1:52 PM
And also wishing them a swift and decisive victory. May there be freedom. Why is no one saying this part? I want to come visit Iran.
My go to reference is @alexfornito.bsky.social’s book if you’re looking for something brain-related:
www.sciencedirect.com/book/edited-...
For a more general and nontechnical intro:
academic.oup.com/book/499 (can lend you mine)
Also CH6 of this is interesting:
www.sfipress.org/books/comple...
www.sciencedirect.com/book/edited-...
For a more general and nontechnical intro:
academic.oup.com/book/499 (can lend you mine)
Also CH6 of this is interesting:
www.sfipress.org/books/comple...
Fundamentals of Brain Network Analysis
Fundamentals of Brain Network Analysis is a comprehensive and accessible introduction to methods for unraveling the extraordinary complexity of...
www.sciencedirect.com
January 3, 2026 at 12:41 PM
My go to reference is @alexfornito.bsky.social’s book if you’re looking for something brain-related:
www.sciencedirect.com/book/edited-...
For a more general and nontechnical intro:
academic.oup.com/book/499 (can lend you mine)
Also CH6 of this is interesting:
www.sfipress.org/books/comple...
www.sciencedirect.com/book/edited-...
For a more general and nontechnical intro:
academic.oup.com/book/499 (can lend you mine)
Also CH6 of this is interesting:
www.sfipress.org/books/comple...
Reposted by Kayson Fakhar
It's not even an "intuition" it's the most basic test. If your method fails in the simplest possible synthetic data, how can it possibly work on real data? I'm always amazed that this isn't the absolute minimal standard required. So much wasted time on analyses that just don't work.
December 23, 2025 at 1:46 AM
It's not even an "intuition" it's the most basic test. If your method fails in the simplest possible synthetic data, how can it possibly work on real data? I'm always amazed that this isn't the absolute minimal standard required. So much wasted time on analyses that just don't work.