Dimitra Maoutsa's Avatar

Dimitra Maoutsa

@dimma

Theor/Comp Neuroscientist (postdoc) Prev @TU Munich Stochastic&nonlin. dynamics @TU Berlin&@MPIDS ๐Ÿ‘€ Learning dynamics, plasticity&geometry of representations https://dimitra-maoutsa.github.io https://dimitra-maoutsa.github.io/M-Dims-Blog

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03.07.2023
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Latest posts by Dimitra Maoutsa @dimma

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Iโ€™ll be presenting my work at #COSYNE2026. Stop by our poster to come learn about how the geometry of neural population activity shapes communication between brain areas during learned behavior ๐Ÿฆโ€โฌ›๐Ÿง ๐ŸŽถ

06.03.2026 23:17 ๐Ÿ‘ 9 ๐Ÿ” 2 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Excited to give a talk at #Cosyne2026 about my PhD work!

We show that RNNs trained on visual search converge on brain-like solutions, producing primate-like behavior and neural representations. Happy to chat if you're at Cosyne!

๐Ÿ“… March 15, 2026
๐Ÿ“ Lisbon, Portugal
www.biorxiv.org/content/10.1...

06.03.2026 18:47 ๐Ÿ‘ 34 ๐Ÿ” 5 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
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Publisher demands $500 from impersonated author to retract paper Last year, we wrote about a Walsh Medical Media journal that refused to withdraw an authorโ€™s paper unless he paid a fee โ€” even though he didnโ€™t write or submit the article. For one reader, some details of that story were familiar. Laertis Ikonomou, an associate professor at the University of Buffalo in New York, โ€ฆ Continue reading Publisher demands $500 from impersonated author to retract paper

Lol. This is academic publishing taken to its logical end.

https://retractionwatch.com/2026/03/05/publisher-demands-500-from-impersonated-author-to-retract-paper/

07.03.2026 10:37 ๐Ÿ‘ 5 ๐Ÿ” 13 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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Task learning increases information redundancy of neural responses in macaque visual cortex How does the brain optimize sensory information for decision-making in new tasks? One hypothesis suggests that learning reduces redundancy in neural representations to improve efficiency, whereas anot...

RIP redundancy reduction?

Beautiful work by Liu & colleagues showing that neural redundancy increases with learning, as predicted by a Bayesian model:
www.science.org/doi/10.1126/...

07.03.2026 11:08 ๐Ÿ‘ 36 ๐Ÿ” 12 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
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The most sensitive inputs to cutaneous representing regions of primary somatosensory cortex do not change with behavioral training - PubMed Learning a sensory detection task leads to an increased primary sensory cortex response to the detected stimulus, while learning a sensory discrimination task additionally leads to a decreased sensory cortex response to the distractor stimulus. Neural responses are scaled up, and down, in strength, โ€ฆ

Some people have written about how these two ideas may not be mutually exclusive.

pubmed.ncbi.nlm.nih.gov/26634900/

06.03.2026 14:48 ๐Ÿ‘ 3 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

As a result, we suspect the same neurons can exhibit different levels of stability to different stimuli based on network connectivity (as opposed to stimulus complexity/dimensionality). Just a hunch at this point, but seems plausible enough. More in this paper: www.nature.com/articles/s41...

05.03.2026 23:16 ๐Ÿ‘ 6 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

How are neural manifolds and single-neuron response properties related to circuit structure?

How degenerate are these relationships?

Theory and a plethora of examples can be found in the following paper, out today in Neuron ๐ŸŒŸ

It was a privilege to co-supervise first author @lpezon.bsky.social!

06.03.2026 23:01 ๐Ÿ‘ 49 ๐Ÿ” 12 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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3. We find that the circuit structure
โ€“ can impose symmetries on the network's low-dim. dynamics
โ€“ constrains the topology of the set of all single-neuron responses.
From the second point, we pinpoint topological features of neural activity relevant for comparing it with models.

06.03.2026 17:11 ๐Ÿ‘ 4 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Linking neural manifolds to circuit structure in recurrent networks Dimensionality reduction methods are widely used in neuroscience to investigate two complementary aspects of neural activity: the distribution of singโ€ฆ

Excited to share our new paper to be published in Neuron!

With Valentin Schmutz @bio-emergent.bsky.social and Wulfram Gerstner @gerstnerlab.bsky.social, we explore how circuit structure in RNNs shapes network computation and single-neuron responses.
www.sciencedirect.com/science/arti...

06.03.2026 17:11 ๐Ÿ‘ 35 ๐Ÿ” 10 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
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Linking neural manifolds to circuit structure in recurrent networks Neural population activity can be described either by low-dimensional dynamics on neural manifolds or by single-neuron selectivities. Using a theoretical approach, Pezon et al. relate these two statistical descriptions to circuit structure in recurrent networks. Their results reveal both degeneracies and specific constraints in how circuit structure shapes neural activity.
06.03.2026 16:23 ๐Ÿ‘ 35 ๐Ÿ” 8 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Orbitofrontal circuits for context-gated reward predictions https://www.biorxiv.org/content/10.64898/2026.03.05.709962v1

06.03.2026 15:16 ๐Ÿ‘ 7 ๐Ÿ” 4 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1

Functional reorganization of motor cortex connectivity during learning https://www.biorxiv.org/content/10.64898/2026.03.03.709199v1

06.03.2026 04:18 ๐Ÿ‘ 3 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
View of How brains build higher order representations of uncertainty | Philosophy and the Mind Sciences Philosophy and the Mind Sciences (PhiMiSci) focuses on the interface between philosophy of mind, psychology, and cognitive neuroscience. PhiMiSci is a peer-reviewed, not-for-profit open-access journal...

it's out!

@hazimi.bsky.social and i explore how higher order representations of *one's own first-order representational uncertainty* -- not representations OF noisiness in the world -- can be studied, including how they are constructed in the first place.

philosophymindscience.org/index.php/ph...

06.03.2026 04:29 ๐Ÿ‘ 38 ๐Ÿ” 11 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1
Mental representation without neural representation: Understanding the evidence | Philosophy and the Mind Sciences Philosophy and the Mind Sciences (PhiMiSci) focuses on the interface between philosophy of mind, psychology, and cognitive neuroscience. PhiMiSci is a peer-reviewed, not-for-profit open-access journal...

philosophymindscience.org/index.php/ph...

Enjoyed writing this with the wonderful philosopher Bill Ramsey

06.03.2026 00:14 ๐Ÿ‘ 15 ๐Ÿ” 5 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1

The cortex generates invariant dynamic primitives; the cerebellum reconfigures them to drive distinct policies.

Huge congrats to first author Martha Garcia-Garcia for leading this tour de force, and @somnirons.bsky.social & Michal Wojcik for a great collaboration!

www.biorxiv.org/content/10.6...

05.03.2026 10:45 ๐Ÿ‘ 14 ๐Ÿ” 3 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 0
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How does the brain generalize past experiences without confusing memories? ๐Ÿง 

Our lab's newest preprint reveals a fundamental division of labor between the cortex and cerebellum that solves this problem. (Check out the cortex-cerebellum video below! ๐Ÿ‘‡) ๐Ÿงต

05.03.2026 10:45 ๐Ÿ‘ 63 ๐Ÿ” 19 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 5

CfA: Workshop โ€œPhilosophical Issues in Neural Computationโ€ (@ruhr-uni-bochum.de) Jun 2โ€“3 2026.

Deadline: March 31.

Further Speakers: @adriendoerig.bsky.social, @francesegan.bsky.social, @olivia.science, @gualtiero.bsky.social, @seelikat.bsky.social, Oron Shagrir.

05.03.2026 15:02 ๐Ÿ‘ 24 ๐Ÿ” 7 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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Information theoretic measures of neural and behavioural coupling predict representational drift Author summary Activity in the brain represents information about the outside world and how we interact with it. Recent evidence shows that these representations slowly change day to day, while memori...

Out now in @plos.org CB: doi.org/10.1371/jour...
Neural representations of tasks change over time, even in the absence of changes in task performance. But neurons change tuning at different rates. How does a neuron's stability relate to its interactions with the population?
#compneuro #neuroskyence

05.03.2026 13:34 ๐Ÿ‘ 52 ๐Ÿ” 18 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
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Cell types: encoding the brain's BIOS Inferring the structure of primary rewards from connectomics

What are cell types good for, computationally? Encoding innate behavior! In this 2-parter, I break down the relationship between cell typesโ€”which I had, in years prior, dismissed as mere implementation detailโ€”and computation. I changed my mind!

www.neuroai.science/p/cell-types...

05.03.2026 15:16 ๐Ÿ‘ 44 ๐Ÿ” 13 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 3
A drawing on the cover of the journal Neuron. Each section of the fan has a drawing of a mouse. Each mouse has a slightly different pose. The tassel of the fan resembles a neuron.

A drawing on the cover of the journal Neuron. Each section of the fan has a drawing of a mouse. Each mouse has a slightly different pose. The tassel of the fan resembles a neuron.

My first cover of 2026
"Spontaneous behavior is a succession of self-directed tasks"
www.cell.com/neuron/fullt...
#sciArt #Scicom #illustration #neuroskyence

05.03.2026 11:32 ๐Ÿ‘ 91 ๐Ÿ” 13 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 1
๐Ÿค– Agent-Based Models in Neuroscience

๐Ÿ“ฃ Excited to announce the 2nd edition of our workshop
โ€œAgent-Based Models in Neuroscience: Theory, Autonomy, Embodiment & Environmentโ€
at @cosynemeeting.bsky.social #CoSyNe2026!!
๐Ÿง ๐Ÿค–๐ŸŒ๐Ÿชฐ๐ŸŸ๐Ÿญ๐Ÿ’ช๐Ÿง˜๐Ÿƒ

๐Ÿ—“๏ธ March 17, 2026
๐Ÿ“ Cascais, Portugal
๐Ÿ”— Speaker lineup and schedule: neuro-agent-models.github.io

05.03.2026 00:02 ๐Ÿ‘ 28 ๐Ÿ” 10 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 2
Bernstein Node Paris โ€“ Bernstein Network Computational Neuroscience

Excited to announce the Paris Bernstein Node, aiming to foster interactions between Paris-based computational neuroscientists and the Bernstein Network Computational Neuroscience @bernsteinneuro.bsky.social. Founded with Paris-based PIs and welcoming new members!
bernstein-network.de/en/network/b...

04.03.2026 09:38 ๐Ÿ‘ 7 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1
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Yesterday we said goodbye to our beloved kitty Coco. We miss her terribly but I am glad I was able to immortalize her in Figures 1 and 2 of my 2021 Synthese paper. Hopefully she will meet Fodor's Greycat in kitty heaven.

04.03.2026 15:41 ๐Ÿ‘ 50 ๐Ÿ” 2 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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NEW: #Kempner researchers develop a mean-field theory of task-trained RNNs that bridges random and learned connectivityโ€”and find macaque motor cortex is best captured by an intermediate, task-specific recurrent structure.
Read the blog post ๐Ÿ‘‡
๐Ÿ”— bit.ly/47f3Ldl

04.03.2026 16:46 ๐Ÿ‘ 23 ๐Ÿ” 9 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0

I have previously received the gentle feedback that extremely long and detailed tweet threads should "just be blog posts." We have taken this to heart:
kempnerinstitute.harvard.edu/research/dee...

04.03.2026 17:12 ๐Ÿ‘ 8 ๐Ÿ” 1 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
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๐——๐˜†๐—ป๐—ฎ๐—บ๐—ถ๐—ฐ๐—ฎ๐—น ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—ฐ๐—ผ๐—บ๐—ฝ๐˜‚๐˜๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜†
Another mega paper that deserves close attention.
Lots of implications, including emergence and evolution
iopscience.iop.org/article/10.1...
#complexity

04.03.2026 18:10 ๐Ÿ‘ 33 ๐Ÿ” 6 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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I am totally pumped about this new work . "Task-trained RNNs" are a powerful and influential framework in neuroscience, but have lacked a firm theoretical footing. This work provides one, and makes direct contact with the classical theory of random RNNs:
www.biorxiv.org/content/10.6...

04.03.2026 17:12 ๐Ÿ‘ 84 ๐Ÿ” 31 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 3

Structure, disorder, and dynamics in task-trained recurrent neural circuits https://www.biorxiv.org/content/10.64898/2026.03.02.708943v1

03.03.2026 22:16 ๐Ÿ‘ 4 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Visuomotor coordination on the road: low-dimensional representations reveal adaptive, context-dependent reductions in the dimensionality of natural driving behavior https://www.biorxiv.org/content/10.64898/2026.02.28.707665v1

03.03.2026 17:15 ๐Ÿ‘ 6 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1
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Of the Structural Pressures That Silence Academics Since their inception, universities have been regarded as lighthouses guiding the storm-tossed ship of society. These institutions, tasked with generating ideas that shape and secure the future of soc...

The hierarchical structure of academia is built on trust. However, it can be abused in ways that unfairly harm the careers of ECRs. In our latest ecrLife post, Ali Farrokhi and Angel Cisneros discuss how increased accountability could help limit abuse of academic hierarchies.
tinyurl.com/2zfxzasf

26.02.2026 16:19 ๐Ÿ‘ 1 ๐Ÿ” 2 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0