A central finding is that the mapping from circuit structure to neural manifold dynamics is degenerate (so distinct circuit topologies can produce equivalent latent dynamics) but that circuit structure nonetheless constrains the topology of neuronal embeddings in the similarity space.
๐ช๐ต๐ฎ๐'๐ ๐๐ต๐ฒ ๐ฟ๐ฒ๐น๐ฎ๐๐ถ๐ผ๐ป๐๐ต๐ถ๐ฝ ๐ฏ๐ฒ๐๐๐ฒ๐ฒ๐ป ๐บ๐ฎ๐ป๐ถ๐ณ๐ผ๐น๐ฑ๐ ๐ฎ๐ป๐ฑ ๐ฟ๐ฒ๐ฐ๐๐ฟ๐ฟ๐ฒ๐ป๐ ๐ป๐ฒ๐๐๐ผ๐ฟ๐ธ๐ ๐ถ๐ป ๐๐ต๐ฒ ๐ฏ๐ฟ๐ฎ๐ถ๐ป?
This looks like a must read (suppl material bursting with goodies).
#neuroskeyence
doi.org/10.1016/j.ne...
๐๐๐ป๐ฎ๐บ๐ถ๐ฐ๐ฎ๐น ๐๐๐๐๐ฒ๐บ๐ ๐ฎ๐ป๐ฑ ๐ฐ๐ผ๐บ๐ฝ๐๐๐ฎ๐ฏ๐ถ๐น๐ถ๐๐
Another mega paper that deserves close attention.
Lots of implications, including emergence and evolution
iopscience.iop.org/article/10.1...
#complexity
I've been testing Claude to see how well it can "vibe out" a stat. power app that I've already coded completely myself - so I know what I want. It mostly gets things right with animations (those are easily verifiable) but looking into the backend stats code is nightmare inducing (see pic).
The Dream of the Butterfly
๐ช๐ต๐ฎ๐ ๐ถ๐ ๐ฐ๐ผ๐บ๐ฝ๐๐๐ฎ๐๐ถ๐ผ๐ป ๐ถ๐ป ๐ฑ๐๐ป๐ฎ๐บ๐ถ๐ฐ๐ฎ๐น ๐๐๐๐๐ฒ๐บ๐?
Interesting paper tackling this difficult question.
Answer (in part): it's complicated!
The same fixed system can be interpreted as implementing many (even infinitely many) computations depending on the chosen decoding map.
doi.org/10.1088/2632...
๐๐๐๐ฟ๐ฎ๐ฐ๐๐ผ๐ฟ ๐ฑ๐๐ป๐ฎ๐บ๐ถ๐ฐ๐ ๐ถ๐ป ๐๐ต๐ฒ ๐ฏ๐ฟ๐ฎ๐ถ๐ป
Looks like a very cool paper about the dynamics of large-scale networks in the mouse brain.
Starting to be all about dynamics!
journals.plos.org/ploscompbiol...
#neuroskyence
Should biology put complexity first? www.sciencedirect.com/science/arti... - excellent essay by @philipcball.bsky.social. I would add epistasis to polygenicity and pleiotropy as a ubiquitous and fundamental phenomenon, not some optional complication that we can try to account for afterwards
๐ค
That's basically my point in that piece I wrote, but didn't address genetics directly
Interesting. What if the landscape is "too wobbly" , keeps moving around?? ๐
But I'll definitely take a look
Amazing
I reviewed 5+ fMRI papers on response inhibition within roughly the last year, and the same points come up over and over again. So I wrote a short note last week entitled "The unique limitations of BOLD-fMRI in the study of response inhibition". You can read it here.
osf.io/preprints/ps...
That's really too bad and "wrong" for BBS to demand so, imho.
๐ฆ๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฒ-๐ณ๐๐ป๐ฐ๐๐ถ๐ผ๐ป ๐ถ๐ป ๐๐ต๐ฒ ๐ฏ๐ฟ๐ฎ๐ถ๐ป ๐ฎ๐ป๐ฑ ๐ฅ๐ก๐ก๐
Interesting paper looking at "spatially embedded" recurrent networks and function.
www.biorxiv.org/content/10.6...
#neuroskyence
ah, will check that option
It's the abyss...
Undergrad level right?? Will definitely take a look but at a state university not sure I can use it at $140... ๐ฌ
For sure the forum if not elsewhere!
make it stop!! ๐ฒ
Worse even.
I *very* often bump into narratives about Brain This or That and after pages it becomes apparent that it's all about behavior/mind (eg education?). Journalists and authors need to find ways to show behavior in attractive ways. A colorful MRI image should not be necessary!
Brain death?? ๐
Haven't read it yet...
makes sense, amazing
Share the prompt!
๐๐ฟ๐ฎ๐ถ๐ป ๐ฝ๐ฟ๐ผ๐ฐ๐ฒ๐๐๐ถ๐ป๐ด ๐ถ๐ ๐ฟ๐ฒ๐บ๐ฎ๐ฟ๐ธ๐ฎ๐ฏ๐น๐ ๐ฐ๐ผ๐ป๐๐ฒ๐
๐ ๐ฑ๐ฒ๐ฝ๐ฒ๐ป๐ฑ๐ฒ๐ป๐
Circuits and networks can shift "computations" quite dramatically.
Check this computational model of the role of neuromodulators.
#neuroskyence
doi.org/10.1162/Neco...
๐จ New Paper from UP NExT (Univ. Pitt NeuralEngineering Cross-Translation): We discovered that microglia the brainโs immune cells, aren't just a "cleanup crew". During brain stimulation, they act as hidden neural modulators, actively monitoring and contacting neurons to help manage circuit stability.
What should I read please?
I'm very much enjoying it!
๐จ๐ป๐ฑ๐ฒ๐ฟ๐๐๐ฎ๐ป๐ฑ๐ถ๐ป๐ด ๐๐ฐ๐ถ๐ฒ๐ป๐๐ถ๐ณ๐ถ๐ฐ ๐ด๐ฟ๐ผ๐๐๐ต
Beyond Kuhn and Feyerbend.
Still in chapter 2 but this looks great.
๐ง๐ฟ๐ฎ๐๐ฒ๐น๐ถ๐ป๐ด ๐๐ฎ๐๐ฒ๐ ๐ถ๐ป ๐๐ต๐ฒ ๐ฏ๐ฟ๐ฎ๐ถ๐ป
"Cortical traveling waves in time and space: Physics, physiology, and psychology" is going to the top of the list!
doi.org/10.1016/j.ne...
#neuroskyence