I tracked every keyword in 22 years of Cosyne abstracts to map how computational neuroscience evolved โ from Bayesian brains to neural manifolds to LLMs โ and where it's heading next.
@arshiyasan
๐ง Neuroscientist, PhD candidate, lapsed MD ๐ฆ๐บ Monash (Neural Systems and Behaviour Lab), ex Uni Melbourne ๐จโ๐ฌMRI processing, tractography, computational modelling, cog-neuro, addiction ADHD ๐ English & Persian flavors
I tracked every keyword in 22 years of Cosyne abstracts to map how computational neuroscience evolved โ from Bayesian brains to neural manifolds to LLMs โ and where it's heading next.
Neural Tuning for Ordinal Processing: Convergent Patterns in Human Brains and Artificial Networks
www.jneurosci.org/content/46/9...
#neuroscience
source: Kaishi Hen, 1772. https://publicdomainreview.org/collection/kaishi-hen-an-18th-century-japanese-anatomical-atlas/
woodcut illustration of the brain. ๐งถ
artist: Aoki Shukuya
book: Kaishi Hen, anatomical atlas published in Kyoto in 1772.
New paper hot off the (pre-)press! We dig into the evolutionary origins of neural computations for behavioral control across mice, monkeys, and humans: www.biorxiv.org/content/10.6....
As our lab's first foray into comparative analysis of neural dynamics, Iโm super excited about this work! 1/18
today's #rstats package of the day ๐ is pwrss which made it very easy to compute the power of a difference between correlations
cran.r-project.org/web/packages...
New paper from the lab in which we test whether DDM and confidence distributions can be used to distinguish between perceptual and decisional effects. We show that putative signatures of perceptual effects emerge in a purely cognitive task.
link.springer.com/article/10.3...
I couldn't find a tool to plot different #neuroimaging data in one consistent style, so I made one! Meet yabplot (yet another brain plot) - a #Python package for (sub)cortex & tracts.๐ง
- Simple API
- Built-in atlases
- Custom atlas support
๐ github.com/teanijarv/ya... (drop a โญ๏ธ!)
This is whatโs happening. Iโm terrified and so, very tired.
Great new paper led by @bringmannlaura.bsky.social, highlight the need to collect qualitative data in ESM / EMA research.
#PsychSciSky ๐งช
www.nature.com/articles/s44...
How dynamics arise from the structure is my biggest interest. In this study, we started with a small step and asked how structure constrains dynamics. Spoiler: would that it were so simpleโฆ (1/6)
New paper in Imaging Neuroscience by Leon von Haugwitz, Edmund Wascher, and Mauro F. Larra:
Cardiac phase modulates behavior and response related lateralization in visual spatial conflicts during change detection
doi.org/10.1162/IMAG...
Today I am excited to introduce respyra - an open-source Python toolbox for respiratory tracking experiments in interoception research!
Now on PyPI (pip install respyra) with a preprint on PsyArXiv:
osf.io/preprints/ps...
GitHub: github.com/embodied-com...
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...
New paper in Imaging Neuroscience by Yingzhe Li, Romy Lorenz, and Guang Ouyang:
Behavioral variability and neural cross-frequency coupling distinguish working memory maintenance from manipulation
doi.org/10.1162/IMAG...
๐จ New paper from @apodschun.bsky.social (with Sebastian Markett, Urs Braun, and myself)
Exploring the Role of the Rich Club in Network Control of Neurocognitive States
onlinelibrary.wiley.com/doi/10.1002/...
Episode #38 in #TheoreticalNeurosciencePodcast: On extracting spiking network models from experiments - with Richard Gao @rdgao.bsky.social
theoreticalneuroscience.no/thn38
How to fit spiking network models to experimental data when there is no unique parameter set giving the best fit.
This is whatโs happening. Iโm terrified and so, very tired.
Aaaand it's out! After the past couple of months I'm really excited to show what I've made on and off, and hope you enjoy it too. I'll be working on making this a full game while I study, but, admittedly, have no idea when that'll be!
Follow me here to keep up <3
octopily.itch.io/nautilus-dre...
New on the arxiv:
โGraphs are maximally expressive for higher-order interactionsโ
arxiv.org/abs/2602.16937
We clarify central misconceptions in the recent literature on "higher-order networks".
w/ @piratepeel.bsky.social , @manlius.bsky.social, and @thilogross.bsky.social
Explainer ๐งต: 1/N
I like to think about brain areas as well behaved (b/c they do what you tell them too, like V1) vs naughty (b/c ๐คท, like PFC).
I'm delighted to learn that midbrain dopamine neurons are well behaved machines that convert objective value into subjective value.
www.sciencedirect.com/science/arti...
underappreciated concept ๐
for more dipoles: neighboring dipoles have different orientations & can have different stimulus preferences. so even though topographies look similar, subtle differences remain. maybe that's why it is possible to decode information from relatively few sensors?
Future @ohbmofficial.bsky.social meeting dates just annouced:
* 2027 - Toronto, Canada
* 2028 - Yokohama, Japan
www.ohbm-com.com/blog/futurem...
๐
A precise atlas of the human subcortex | bioRxiv www.biorxiv.org/content/10.6...
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
New paper in Imaging Neuroscience by Ting Gong and Anastasia Yendiki:
Microstructure.jl: A Julia package for probabilistic microstructure model fitting with diffusion MRI
doi.org/10.1162/IMAG...
At @elife.bsky.social you can now include explainer videos with every figure. Like going to a seminar while you engage with the paper. First example here elifesciences.org/articles/106...
Click the arrows next to each figure to get a video of @mathiassablemeyer.bsky.social explaining it for you!
Hereโs a thought that might make you tilt your head in curiosity: With every movement of your eyes, head, or body, the visual input to your eyes shifts! Nevertheless, it doesn't feel like the world does suddenly tilts sideways whenever you tilt your head. How can this be? TWEEPRINT ALERT! ๐จ๐งต 1/n
The best part though: Working with amazing graduate student *Maria Servetnik* from our lab, who did all the heavy lifting. Not to mention lots of inspiration & input from @mjwolff.bsky.social. I'm am one very lucky PI ๐ n/n
Thanks to The Transmitter for reaching out to me for comments on this methodological challenge to lesion network mapping. Scientific debate is critical to methodological advancement - so let the debate begin!
www.thetransmitter.org/brain-imagin...
More than 200 published studies and at least seven ongoing clinical trials rely on potentially faulty brain network maps, according to a study published yesterday.
By @avaskham.bsky.social
#neuroskyence
www.thetransmitter.org/brain-imagin...