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CMC Unit

@cmc-unit.bsky.social
279 followers 127 following 51 posts

In Computational Machinery of Cognition (CMC) Unit we aim to uncover the computational, biological, and ecological principles underlying adaptive decision-making. | Co-PIs: @roxana-zeraati.bsky.social & @neuroprinciplist.bsky.social | cmc-unit.org

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Roxana Zeraati @roxana-zeraati.bsky.social · 28/09/2026
Link to ads: Postdoc position: nextcloud.tuebingen.mpg.de/index.php/s/... PhD position: nextcloud.tuebingen.mpg.de/index.php/s/... We’re also both at @bernsteinneuro.bsky.social and happy to chat!
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Roxana Zeraati @roxana-zeraati.bsky.social · 28/09/2026
We are thrilled 🥳 to share that we’re joining forces with @neuroprinciplist.bsky.social to establish a joint research unit, @cmc-unit.bsky.social integrating natural and embodied decision making across species! We also have open PhD and postdoc positions (check below for more info) 🎉
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Shervin Safavi @neuroprinciplist.bsky.social · 28/09/2026
Link to ads: Postdoc position: nextcloud.tuebingen.mpg.de/index.php/s/... PhD position: nextcloud.tuebingen.mpg.de/index.php/s/... We’re also both at @bernsteinneuro.bsky.social and happy to chat!
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Shervin Safavi @neuroprinciplist.bsky.social · 28/09/2026
We are thrilled 🥳 to share that we’re joining forces with @roxana-zeraati.bsky.social to establish a joint research unit, @cmc-unit.bsky.social integrating embodied and natural decision making across species! We also have open PhD and postdoc positions (check below for more info) 🎉
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Roxana Zeraati @roxana-zeraati.bsky.social · 30/09/2026
If you’re attending #BernsteinConference, don’t miss our contributed talk today on how considering embodied constraints (motor control + homeostasis) affects decision making during foraging!
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Roxana Zeraati @roxana-zeraati.bsky.social · 30/09/2026
If you’re interested in how to identify behaviorally relevant dynamic modes in continuous time naturalistic tasks without any pre-defined trial structure make sure to check @maxschwabe.bsky.social’s poster today at #BernsteinConference.
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
IV-74 (Wed, Sep. 30, 14:00): @maxschwabe.bsky.social will present how decomposing neural dynamics to intrinsic and input-driven modes can tell us how naturalistic decision computations are realized in the RNNs. abstracts.g-node.org/conference/B...
abstracts.g-node.org
Bernstein Conference 2026
Conference Abstracts
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Arman Behrad @armanbehrad.bsky.social · 29/09/2026
Would be really happy to see you there! We’ll be presenting new findings from UNITE, along with some exciting methodological advances. #BernsteinConference
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Arman Behrad @armanbehrad.bsky.social · 29/09/2026
Curious what happens when we apply fastDSA across a pool of RNNs and IBL brain-wide data? Could a new perspective on how underlying neural dynamics change help us better understand neural data? Join me and find out. #BernsteinConference
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
We are also at @bernsteinneuro.bsky.social conference in Frankfurt — come and talk to us 😊 bsky.app/profile/cmc-...
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
PhD: nextcloud.tuebingen.mpg.de/index.php/s/... Postdoc: nextcloud.tuebingen.mpg.de/index.php/s/...
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
The projects in our unit combine methods from reinforcement learning, dynamical systems, and AI with analyses of neural and behavioral data to investigate how different species adapt their decisions to the dynamics of their natural environments, while accommodating their embodied constraints.
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
We now have open positions in both of our research hubs: a postdoc position at MPI for Biological Cybernetics (Tübingen) and a PhD position at TU Dresden (Dresden), co-supervised by @neuroprinciplist.bsky.social and @roxana-zeraati.bsky.social. See below for more information 👇
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
We, the Natural Decision Making Group and the Embodied Decision Making Group, are joining forces to establish the CMC Unit, a joint research unit to uncover computational, biological, and ecological principles underlying adaptive decision-making. You can read more about us here: cmc-unit.org
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
IV-74 (Wed, Sep. 30, 14:00): @maxschwabe.bsky.social will present how decomposing neural dynamics to intrinsic and input-driven modes can tell us how naturalistic decision computations are realized in the RNNs. abstracts.g-node.org/conference/B...
abstracts.g-node.org
Bernstein Conference 2026
Conference Abstracts
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
II-74 (Tue, Sep. 29, 18:00): @clairesturgill.bsky.social will tell you about neural signatures of internal decision-making in the monkey vlPFC. If you want to learn more about how sensory value influences percept selection, come check it out! abstracts.g-node.org/conference/B...
abstracts.g-node.org
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
II-56 (Tue, Sep. 29, 18:00): @armanbehrad.bsky.social will tell you about a fast and furious method🏎️ for dynamical similarity analysis: bsky.app/profile/arma... abstracts.g-node.org/conference/B...
abstracts.g-node.org
Bernstein Conference 2026
Conference Abstracts
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
II-55 (Tue, Sep. 29, 18:00): @armanbehrad on an unsupervised method to find behaviorally relevant internal states from data. We tested it w/ RNN & monkey data doing cognitive tasks & RNN trained with deep RL on a naturalistic plum tracking task. abstracts.g-node.org/conference/B...
abstracts.g-node.org
Bernstein Conference 2026
Conference Abstracts
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
Wed, Sep 30 2026, 17:45, @sanouri.bsky.social and @neuroprinciplist.bsky.social will give a contributed talk in the main meeting on how the internal state of a neural network shapes its foraging behavior: abstracts.g-node.org/conference/B...
abstracts.g-node.org
Bernstein Conference 2026
Conference Abstracts
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
Check @clairesturgill.bsky.social and @armanbehrad.bsky.social's post for their workshop on "From lab to wild: how internal states enable adaptive behavior": bsky.app/profile/arma...
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CMC Unit @cmc-unit.bsky.social · 27/09/2026
CMC Unit is heading to @bernsteinneuro.bsky.social , with 1 workshop, 1 contributed talk in the main meeting, and 4 wonderful posters (see thread 👇 for details), and tons of excitement for discussions and new ideas!
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Arman Behrad @armanbehrad.bsky.social · 22/09/2026
How do internal states shape foraging, decisions, and adaptation in a changing world? 🧠🌍 @clairesturgill.bsky.social and I are organizing a #BernsteinConference satellite workshop bringing together lab and wild perspectives on adaptive behavior. Join us 😉
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Claire Sturgill @clairesturgill.bsky.social · 03/08/2026
I'm very excited to present a poster (C-18, Wednesday 9:30) at #CCN2026, describing neural signatures of internal decision-making in the monkey vlPFC. If you want to learn more about how sensory value influences percept selection, come check it out!
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CMC Unit @cmc-unit.bsky.social · 04/08/2026
Don't miss @clairesturgill.bsky.social's poster (C-18, Wednesday 9:30) - our only representative at @cogcompneuro.bsky.social!
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Roxana Zeraati @roxana-zeraati.bsky.social · 07/07/2026
Our paper "Neural timescales from a computational perspective" is finally out in @natneuro.nature.com: www.nature.com/articles/s41... We discuss how computational models and methods can distill empirical observations on neural timescales into quantitative, testable theories of brain computation.
nature.com
Neural timescales from a computational perspective - Nature Neuroscience
This review integrates computational approaches to provide a unified view on how data analysis methods, biophysical mechanistic models and machine learning approaches can help to uncover the origins a...
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Roxana Zeraati @roxana-zeraati.bsky.social · 04/07/2026
We (@neuroprinciplist.bsky.social & I) will soon open joint PhD & postdoc positions on cross-species mechanisms of different adaptive behaviors. If you’re interested and would like to chat during #FENS2026, drop me a message :)
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Arman Behrad @armanbehrad.bsky.social · 08/01/2026
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 😉
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Arman Behrad @armanbehrad.bsky.social · 30/06/2026
I’ll be leading a hands-on workshop on fastDSA, where we’ll explore scalable dynamical similarity analysis for neural and artificial systems. Curious about fastDSA, Check the short introduction here: bsky.app/profile/arma... #IMPRSCoNI #SummerSchool #Neuroscience #ComputationalNeuroscience
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Shervin Safavi @neuroprinciplist.bsky.social · 09/06/2026
1/11 Happy to share our TICS paper on using the flexibility of one of the most basic cognitive functions, perception, to understand one of the most complex cognitive dysfunctions, psychiatric conditions (also my first formal work in computational psychiatry 🎉) 📄: www.cell.com/trends/cogni... 🧵 : 👇
cell.com
Perceptual multistability: a multifaceted window into brain dysfunctions
Perceptual multistability, observed across species and sensory modalities, offers valuable insights into numerous cognitive functions and dysfunctions. For instance, differences in temporal dynamics a...
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Trends in Cognitive Sciences @cp-trendscognsci.bsky.social · 11/04/2026
Online Now: Perceptual multistability: a multifaceted window into brain dysfunctions
dlvr.it
Perceptual multistability: a multifaceted window into brain dysfunctions
Perceptual multistability, observed across species and sensory modalities, offers valuable insights into numerous cognitive functions and dysfunctions. For instance, differences in temporal dynamics and information integration during percept formation often distinguish clinical from nonclinical populations. Computational psychiatry can elucidate these variations through two primary approaches: (i) Bayesian modeling, which treats perception as an unconscious inference, and (ii) an active, information-seeking perspective (e.g., reinforcement learning), which frames perceptual switches as internal actions. Our synthesis aims to leverage multistability to bridge these computational psychiatry subfields, linking human and animal studies as well as connecting behavior to underlying neural mechanisms. Perceptual multistability emerges as a promising noninvasive tool for clinical applications, facilitating translational research and enhancing our mechanistic understanding of cognitive processes and their impairments.
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Shervin Safavi @neuroprinciplist.bsky.social · 09/06/2026
5/11 Perceptual multistability is a phenomenon conserved across evolution (observed from Drosophila to humans) and sensory modalities. It seems AI systems also elicit some form of it -- see the great work of @taherehtoosi.bsky.social).
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Shervin Safavi @neuroprinciplist.bsky.social · 09/06/2026
My favorite approach is based on internal RL. What the hell is that!? Our brain not only chooses (external) actions to maximize its return, it also optimizes the 'mental' processes (= internal actions): what to relay to working memory, replay, attend, and perceive! See www.cell.com/neuron/fullt...
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CMC Unit @cmc-unit.bsky.social · 09/06/2026
Thrilled to see the first @cp-trendscognsci.bsky.social paper of the lab out 🤩 Wanna understand one of the most complex cognitive dysfunctions using one of the most basic adaptive functions, perception? Paper: linkinghub.elsevier.com/retrieve/pii/S136466132600032X Thread: bsky.app/profile/neur...
joss.theoj.org
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
If these research directions resonate with you and you're interested in joining our team, we now have 2 open PhD positions! More information about the positions: nextcloud.tuebingen.mpg.de/index.php/s/... More information about our research: www.kyb.tuebingen.mpg.de/906930/natur... #NeuroJobs
An illustration of different animals engaging in natural decision-making.
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Roxana Zeraati @roxana-zeraati.bsky.social · 08/06/2026
Only one week left until our PhD application deadline @mpicybernetics.bsky.social. If you’re interested in the intersection of RL, RNNs, and analyses of neural & behavioral data from novel, cross-species foraging experiments, make sure to submit your application by June 15! #NeuroJobs More info👇
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Roxana Zeraati @roxana-zeraati.bsky.social · 29/05/2026
We have 2 open PhD positions @mpicybernetics.bsky.social, if you’re interested in reinforcement learning, recurrent neural networks and analyses of neural & behavioral data from novel, cross-species foraging experiments, there’s still time to apply: nextcloud.tuebingen.mpg.de/index.php/s/...
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
We will also soon have an opening for a postdoc position. For informal inquiries, you can sign up here: forms.gle/GTWuReh4A7vu... #NeuroJobs
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
Of course, tackling these interdisciplinary questions requires a village! And we are incredibly lucky to have a fantastic network of collaborators to make this vision a reality, including Peter Dayan, @neuroprinciplist.bsky.social, @xindipoo.bsky.social, @lndriscoll.bsky.social, RoLi Lab & more!
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
To do this, we develop data-driven, species-specific models by integrating: 💻 🤖 computational methods (RL, dynamical systems, AI) & 🪱🐟🐀🐒👤 behavioral & neural data (from nematodes to primates) to uncover shared or species-specific mechanisms of natural adaptive decision-making.
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
Our main goal is to understand how animals learn the dynamics of their environment across different timescales and adapt their decisions accordingly. We study this in the context of foraging behavior, which allows us to link neural, behavioral, and environmental dynamics in naturalistic settings.
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
Now let’s get to the science 🪱🐟🐀🐒👤🤖
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
I also owe a very special thanks to @neuroprinciplist.bsky.social, who has helped me navigate every single step, discussing science, mapping out the hidden rules of academia, and teaching me when and how to pivot!
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
Before talking science, there's no doubt that none of this would be possible without the immense support and trust of my mentors Anna Levina, @engeltatiana.bsky.social & Peter Dayan, and all my labmates! I'm incredibly grateful for their endless support and for inspiring me every day!
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Roxana Zeraati @roxana-zeraati.bsky.social · 21/05/2026
Some incredibly exciting news that still feels a bit surreal: I am starting my research group @mpicybernetics.bsky.social! The best part? We are hiring at all levels! Curious about the science we plan to tackle, read along :) #NeuroSky
An illustration of different species, from worms to humans, foraging, indicating the main topic of our research group.
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CMC Unit @cmc-unit.bsky.social · 29/04/2026
In our Learning Club @cmc-lab.bsky.social tomorrow (April 30, Thursday, 2pm CET), @tafazolisina.bsky.social will tell us about his recent @nature.com paper (👇). Want to attend? Send an empty email to virtual talk-link-request@cmclab.org to get the link!
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Shervin Safavi @neuroprinciplist.bsky.social · 07/04/2026
If you need a method to infer causality from neural data, even when the signal is short, check our recent paper: Paper: joss.theoj.org/papers/10.21... Code: github.com/CMC-lab/Tran...
joss.theoj.org
TranCIT: Transient Causal Interaction Toolbox
Nouri et al., (2025). TranCIT: Transient Causal Interaction Toolbox. Journal of Open Source Software, 10(116), 9302, https://doi.org/10.21105/joss.09302
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CMC Unit @cmc-unit.bsky.social · 07/04/2026
Thrilled to see the second paper of the lab out 🤩 Check it out if you need a method to infer causality from neural data, even when the signal is short! Paper: joss.theoj.org/papers/10.21... Code: github.com/CMC-lab/Tran...
joss.theoj.org
TranCIT: Transient Causal Interaction Toolbox
Nouri et al., (2025). TranCIT: Transient Causal Interaction Toolbox. Journal of Open Source Software, 10(116), 9302, https://doi.org/10.21105/joss.09302
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Salar Nouri @sanouri.bsky.social · 07/04/2026
Wanna infer causal interactions during brief, transient neural events? 🧠⚡ Many methods struggle with such non-stationarities, but we got a robust solution for you! 📦 My recent publication with @cmc-lab.bsky.social 🥳: TranCIT: Transient Causal Interaction Toolbox 📜 JOSS: bsky.app/profile/joss...
Conceptualizing the intervention for DCS
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Roxana Zeraati @roxana-zeraati.bsky.social · 01/04/2026
Many thanks to @klaus-tschira-stiftung.de and @gso-forresearchers.bsky.social for this wonderful opportunity to study the mechanisms underlying naturalistic decision processes in the context of foraging behavior! We’ll also soon have openings for PhD students, stay tuned!
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Max Planck Institute for Biological Cybernetics @mpicybernetics.bsky.social · 01/04/2026
🎉 @roxana-zeraati.bsky.social has been awarded the @klaus-tschira-stiftung.de Boost Fund! Moving beyond short-term trials to naturalistic scenarios: Roxana will explore how we decide in changing environments. 🔗 www.kyb.tuebingen.mpg.de/zeraati-tsch... #DecisionMaking #ComputationalNeuroscience
Portrait picture of Roxana Zeraati. Photo:  Friedhelm Albrecht / University of Tübingen
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