CMC lab

Built a domain-agnostic peak detection algorithm and now hunting for datasets with known/annotated peaks to test it on 👀
Any domain works—signals,bio,astro,finance, spectroscopy, etc.
Got data or know a benchmark? Would love pointers 🙌

#SignalProcessing #DataScience #TimeSeries #OpenData #Research

For the first Learning Club @cmc-lab.bsky.social in 2026, @marcusghosh.bsky.social on Jan 15, Thu, 2pm CET, will tell us about his recent paper (👇) [joint work w/ @neural-reckoning.org]. Want to attend, send an empty email to virtual talk-link-request@cmclab.org to get the link!

A diagram showing 128 neural network architectures.

How does the structure of a neural circuit shape its function?

@neuralreckoning.bsky.social & I explore this in our new preprint:

doi.org/10.1101/2025...

🤖🧠🧪

🧵1/9

Wanna compare dynamics across neural data, RNNs, or dynamical systems? We got a fast and furious method🏎️
The 1st preprint of my PhD 🥳 fast dynamical similarity analysis (fastDSA):
📜: arxiv.org/abs/2511.22828
💻: github.com/CMC-lab/fast...
I’ll be @cosynemeeting.bsky.social - happy to chat 😉

We made DSA up to 150 times faster 🤯 by introducing 3 new optimization objectives and solvers to speed up the DSA alignment step. Instead of enforcing exact orthogonality at every iteration, we use faster formulations that approximate or penalize the constraint.

If you need an efficient tool to compare neural dynamics across neuroscience and AI, look no further!

Thrilled to see the first preprint of the lab out 🤩 Check it out if you need to compare dynamics in your data and RNN (or any other combinations of dynamical systems)!

This is very cool. Much faster DSA. Although we still don't know what DSA findings actually mean about brains.

Wanna compare dynamics across different systems?
See our fast and furious method developed by us (@armanbehrad.bsky.social @mmdtaha.bsky.social, @neuroprinciplist.bsky.social) together with our wonderful collaborators!

You can already use our code: github.com/CMC-lab/fast...

This work couldn’t have happened without my wonderful collaborators: @neurostrow.bsky.social and Ila Fiete (master minds behind the original DSA), @mmdtaha.bsky.social, Christian Beste, and @neuroprinciplist.bsky.social ; and support from the @cmc-lab.bsky.social .

Just published in JOSS: 'TranCIT: Transient Causal Interaction Toolbox' https://doi.org/10.21105/joss.09302

In our Learning Club @cmc-lab.bsky.social today (Dec 4, Thu, 2pm CET), @hritz.bsky.social will tell us about his recent paper (👇) [joint work w/ Jonathan Cohen lab]. Want to attend, send an empty email to virtual talk-link-request@cmclab.org to get the link!

We put out this preprint a couple months ago, but I really wanted to replicate our findings before we went to publication.

At first, what we found was very confusing!

But when we dug in, it revealed a fascinating neural strategy for how we switch between tasks

doi.org/10.1101/2024.09.29.615736

🧵

Very much looking forward to this exciting lineup!

Also excited about presenting our work on how timescales of environmental dynamics affect foraging decisions (Wednesday), a work together w/ Tiffany Ona, @neuroprinciplist.bsky.social, Bruno Cruz, @xindipoo.bsky.social and Peter Dayan

A Minimal Quantitative Model of Perceptual Suppression and Breakthrough in Visual Rivalry When conflicting images are presented to either eye, binocular fusion is disrupted. Rather than experiencing a blend of both percepts, often only one eye's image is experienced, whilst the other is su...

The final paper of my PhD is now out as a preprint. This is a follow-up piece in series of two companion papers modelling awareness and suppression in a new variant of continuous flash suppression.

arxiv.org/abs/2510.17154

🧵 1/3

Don't miss our posters at #BernsteinConference 😍

If you are @ #BernsteinConference we have 4 posters, thread👇
P II 25, Tue 18–19:30: abstracts.g-node.org/conference/B...
P IV 5, Wed 14-15:30: abstracts.g-node.org/conference/B...
P II 25, Tue 18-19:30: abstracts.g-node.org/conference/B...
P I 11, Tue 16:30-18: abstracts.g-node.org/conference/B...

What defines a brain state? 🧠
If you are also interested in answering this question, join us in "Toward a joint definition of neural-behavioral states", #BernsteinConference full-day workshop, Co-orgnized by @neuroprinciplist.bsky.social and I. (1/4)

Don't miss today's workshop by two of our members (@armanbehrad.bsky.social‬ and @neuroprinciplist.bsky.social) on brain state!

bernstein-network.de/bernstein-co...

#BernsteinConference

Very much look forward to our workshop (co-organized with @armanbehrad.bsky.social) today with a great lineup of speakers who combine a wide spectrum of approaches and methods to have a joint definition of brain-behavior state!

bernstein-network.de/bernstein-co...

#BernsteinConference

On the Thursday's morning we continue with @colehurwitz.bsky.social, @engeltatiana.bsky.social, @apalmigiano.bsky.social, @acnavasolive.bsky.social, and I (4/4)

We continue with @memming.bsky.social, Justus Kautz, @maryamshanechi.bsky.social (3/4)

On the first day, we start with @neuralnestbird.bsky.social, @mehranahmadlou.bsky.social, @vmsruetten.bsky.social (2/4)

Oops, wrong time in the original post! It will be 15:30 CET 😉

Oops, wrong time in the original post! It will be 15:30 CET 😉

In our Learning Club @cmc-lab.bsky.social today (Sep 25, Thu, 2pm CET), @dengpan.bsky.social will tell us about his recent paper (👇) [joint work w/ Rushworth lab]. Want to attend, send an empty email to virtual-talk-link-request@cmclab.org to get the link!

🚨We believe this is a major step forward in how we study hippocampus function in healthy humans.

Using novel behavioral tasks, fMRI, RL & RNN modeling, and transcranial ultrasound stimulation (TUS), we demonstrate the causal role of hippocampus in relational structure learning.

In our Learning Club @cmc-lab.bsky.social today (Aug 18, Thu, 2pm CET), Samuel Liebana will tell us about his paper (www.cell.com/cell/fulltex... [joint work w/ @saxelab.bsky.social & @laklab.bsky.social]. Want to attend, send an empty email to virtual-talk-link-request@cmclab.org to get the link!

In our Learning Club @cmc-lab.bsky.social on Aug 28th, Thursday, 2 PM CET, @trinityjchung.com will tell us about her recent paper (👇). If you'd like to attend, send an empty email to virtual-talk-link-request@cmclab.org to get the link!

Task-Optimized Convolutional Recurrent Networks Align with Tactile Processing in the Rodent Brain

1/ What if we make robots that process touch the way our brains do?
We found that Convolutional Recurrent Neural Networks (ConvRNNs) pass the NeuroAI Turing Test in currently available mouse somatosensory cortex data.
New paper by @Yuchen @Nathan @anayebi.bsky.social and me!