Martin Vinck's Avatar

Martin Vinck

@martinavinck.bsky.social

Computational and systems neuroscience, neuroAI, neurophysics; PI @dondersinst.bsky.social, department neurophysics

1,990 Followers  |  245 Following  |  34 Posts  |  Joined: 14.08.2023  |  2.711

Latest posts by martinavinck.bsky.social on Bluesky

Preview
PhD Research Fellow in computational neuroscience/brain physics (290338) | University of Oslo Job title: PhD Research Fellow in computational neuroscience/brain physics (290338), Employer: University of Oslo, Deadline: Tuesday, December 9, 2025

PhD position in computational neuroscience/brain physics to work with us on biophysical modeling of electric and magnetic brain signals at University of Oslo as part of the Marie Curie EU project @neuronanotechdn.bsky.social. Application deadline: December 9th.
www.jobbnorge.no/en/available...

24.11.2025 14:22 β€” πŸ‘ 8    πŸ” 6    πŸ’¬ 0    πŸ“Œ 0

Congrats, awesome work!

19.11.2025 19:58 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
Traveling waves across scales: Different mechanisms but same canonical computation? The review proposes a novel mechanistic distinction between first- and second-order traveling waves that subserves a same canonical computation by ordering neuronal processing to impose a computationa...

🚨New publication!
I am extremely happy to share this new review article in elife on #Traveling_Waves!

@erc.europa.eu
@upcite.bsky.social

elifesciences.org/articles/106...

19.11.2025 15:54 β€” πŸ‘ 70    πŸ” 23    πŸ’¬ 3    πŸ“Œ 1

nice paper on inter-personal / inter-brain interactions with many implications how to measure & conceptualize these interactions

19.11.2025 19:30 β€” πŸ‘ 4    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

We just need people pushing on both th and exp ends and that's fine. I do think the really consolidated theory we have is of single neurons (eg cable, HH, nernst eq) and not on networks of neurons. But we are missing a lot of single neuron data to perhaps figure out more complex single neuron laws.

17.11.2025 06:04 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
List of SFN presentations from the Hoffman lab

List of SFN presentations from the Hoffman lab

Here are our contributions for #SFN2025 #SFN25, Sunday and Monday morning. Hope to see you there!

14.11.2025 20:45 β€” πŸ‘ 19    πŸ” 5    πŸ’¬ 1    πŸ“Œ 1
Preview
Learning-dependent cholinergic plasticity reconfigures cortical circuit dynamics Neuromodulation by acetylcholine (ACh) plays a critical role in reshaping neural dynamics in the neocortex as a function of development, behavioral state, and learning [1][1]–[6][2]. Prior work sugges...

See our latest - collab with @jess-cardin.bsky.social, led by @andrewmoberly.bsky.social. We combined mesoscopic and 2p imaging to show that learning-dependent plasticity of ACh release in visual cortex drives enhanced visual representations and conditioned behavior. 1/5 tinyurl.com/3cfea6df

14.11.2025 03:02 β€” πŸ‘ 18    πŸ” 5    πŸ’¬ 1    πŸ“Œ 0
Post image

New preprint:

Neural manifolds that orchestrate walking and stopping

Here we develop a new theory for neural generation of walking and how it can stop- Next we test the theory using Neuropixels probes in the lumber spinal cord of freely moving rats. See more:

www.biorxiv.org/content/10.1...

09.11.2025 21:33 β€” πŸ‘ 65    πŸ” 17    πŸ’¬ 3    πŸ“Œ 3
Preview
Postdoc Position: Neural Circuitry Underlying Working Memory | Radboud University Do you want to work as a Postdoc Position: Neural Circuitry Underlying Working Memory at the Faculty of Social Sciences? Check our vacancy!

🚨🧠🚨 POSTDOC POSITION 🚨🧠🚨 in my lab: www.ru.nl/en/working-a... Connectivity in Working Memory. Deadline 12 Nov! Apply via website; please repost.

09.11.2025 09:17 β€” πŸ‘ 37    πŸ” 38    πŸ’¬ 1    πŸ“Œ 0
View from your office onto Giessen and surrounding villages.

View from your office onto Giessen and surrounding villages.

Please repost! I am looking for a PhD candidate in the area of Computational Cognitive Neuroscience to start in early 2026.

The position is funded as part of the Excellence Cluster "The Adaptive Mind" at @jlugiessen.bsky.social.

Please apply here until Nov 25:
www.uni-giessen.de/de/ueber-uns...

04.11.2025 13:57 β€” πŸ‘ 78    πŸ” 97    πŸ’¬ 1    πŸ“Œ 4
Preview
Connectivity Structure and Dynamics of Nonlinear Recurrent Neural Networks The structure of brain connectivity predicts collective neural activity, with a small number of connectivity features determining activity dimensionality, linking circuit architecture to network-level...

Now in PRX: Theory linking connectivity structure to collective activity in nonlinear RNNs!
For neuro fans: conn. structure can be invisible in single neurons but shape pop. activity
For low-rank RNN fans: a theory of rank=O(N)
For physics fans: fluctuations around DMFT saddle⇒dimension of activity

03.11.2025 21:47 β€” πŸ‘ 58    πŸ” 16    πŸ’¬ 2    πŸ“Œ 2
Preview
The missing half of the neurodynamical systems theory Bifurcationsβ€”an underexplored concept in neuroscienceβ€”can help explain how small differences in neural circuits give rise to entirely novel functions.

Timely by Xiao-Jing Wang

Bifurcationsβ€”an underexplored concept in neuroscienceβ€”can help explain how small differences in neural circuits give rise to entirely novel functions.

www.thetransmitter.org/neural-dynam...

29.10.2025 12:28 β€” πŸ‘ 6    πŸ” 2    πŸ’¬ 1    πŸ“Œ 0

Strongest data yet suggesting that repeated MDMA use causes deficits in declarative memory (e.g., memory for new information, words, etc). #psychedelicscience #MDMA

10.1093/brain/awaf391

27.10.2025 03:33 β€” πŸ‘ 16    πŸ” 8    πŸ’¬ 2    πŸ“Œ 0
Preview
A mean-field model of neural networks with PV and SOM interneurons reveals connectivity-based mechanisms of gamma oscillations Classic theoretical models of cortical oscillations are based on the interactions between two populations of excitatory and inhibitory neurons. Nevertheless, experimental studies and network simulatio...

Various theoretical properties derived for gamma oscillations based on canonical E-SOM-PV microcircuit connectivity using mean-field modelling, which moves beyond classic Wilson-Cowan models in important ways
biorxiv.org/content/10.1... - w. Farzin Tahvili & Matteo Di Volo

24.10.2025 11:02 β€” πŸ‘ 26    πŸ” 7    πŸ’¬ 0    πŸ“Œ 0
Post image

New #NeuroAI preprint on #ContinualLearning!

Continual learning methods struggle in mostly unsupervised environments with sparse labels (e.g. parents telling their child the object is an 'apple').
We propose that in the cortex, predictive coding of high-level top-down modulations solves this! (1/6)

10.06.2025 13:17 β€” πŸ‘ 22    πŸ” 6    πŸ’¬ 1    πŸ“Œ 1
Post image

Really interesting work by Bakhurin and colleagues challenging the reward prediction error hypothesis of dopamine:
www.nature.com/articles/s41...
I love this figure which both echoes and undermines the famous figure from Schultz et al. (1997).

14.10.2025 11:05 β€” πŸ‘ 140    πŸ” 52    πŸ’¬ 3    πŸ“Œ 6
Preview
PhD Position: Theory of Learning in Artificial and Biologically Inspired Neural Networks | Radboud University Do you want to work as a PhD candidate Theory of Learning in Artificial and Biologically Inspired Neural Network? Check our vacancy!

Please RT - Open PhD position in my group at the Donders Center for Neuroscience, Radboud University.

We're looking for a PhD candidate interested in developing theories of learning in neural networks.

Applications are open until October 20th.

For more info: www.ru.nl/en/working-a...

22.09.2025 17:17 β€” πŸ‘ 14    πŸ” 13    πŸ’¬ 2    πŸ“Œ 1
Video thumbnail

Can self supervised learning help understand how the brain learns to see the world?

Our latest study, led by Josephine Raugel (FAIR, ENS), is now out:

πŸ“„ arxiv.org/pdf/2508.18226
🧡 thread below

03.09.2025 05:18 β€” πŸ‘ 46    πŸ” 12    πŸ’¬ 1    πŸ“Œ 0

Now out in @cp-cellreports.bsky.social: PV and SOM cells play distinct causal roles in controlling network oscillations and stability

with Matteo di Volo and Farzin Tahvilli

www.cell.com/cell-reports...

11.08.2025 13:56 β€” πŸ‘ 11    πŸ” 3    πŸ’¬ 0    πŸ“Œ 0
Preview
Beyond Rate Coding: Surrogate Gradients Enable Spike Timing Learning in Spiking Neural Networks We investigate the extent to which Spiking Neural Networks (SNNs) trained with Surrogate Gradient Descent (Surrogate GD), with and without delay learning, can learn from precise spike timing beyond fi...

New preprint for #neuromorphic and #SpikingNeuralNetwork folk (with @pengfei-sun.bsky.social).

arxiv.org/abs/2507.16043

Surrogate gradients are popular for training SNNs, but some worry whether they really learn complex temporal spike codes. TLDR: we tested this, and yes they can! πŸ§΅πŸ‘‡

πŸ€–πŸ§ πŸ§ͺ

24.07.2025 17:03 β€” πŸ‘ 39    πŸ” 16    πŸ’¬ 1    πŸ“Œ 1

To claim that sensory responses of visual cortical neurons are not prediction errors (based on the data the authors have) is unwarranted. There is ample evidence for stimulus surround and visuomotor prediction errors.

14.07.2025 15:44 β€” πŸ‘ 13    πŸ” 2    πŸ’¬ 4    πŸ“Œ 0

fully agreed!

15.07.2025 10:41 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Super! Congrats!

12.07.2025 20:08 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
Direct entorhinal control of CA1 temporal coding Nature Communications - Temporal coding in the hippocampus is thought to be key for memory and predictions. Here, the authors show that blocking one entorhinal input affects two aspects of...

Our collaboration - from PhD work - examining input-specific (EC L3) contributions to rate and temporal coding in CA1 place cells is now out in @natcomms.nature.com πŸ”¬πŸ§ 

rdcu.be/evWtz

12.07.2025 17:09 β€” πŸ‘ 36    πŸ” 9    πŸ’¬ 7    πŸ“Œ 0

The situation in Germany has also gotten more difficult with NHP experiments in several ways - I am curious if we are / will be seeing the same trend as in the Netherlands. Is Europe setting an example, or is it just relying on the convenient fact that NHP research will be done elsewhere anyway?

12.07.2025 05:07 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

This should be bigger news - the Dutch parliament decided to strongly reduce non-human primates experiments. Subsidy for the large primate center - which includes important virology research unique in Europe - is gradually reduced to zero by 2030. Going towards the end of NHP research in NL...

12.07.2025 04:50 β€” πŸ‘ 9    πŸ” 4    πŸ’¬ 1    πŸ“Œ 1
Preview
Log-Normal Multiplicative Dynamics for Stable Low-Precision Training of Large Networks Studies in neuroscience have shown that biological synapses follow a log-normal distribution whose transitioning can be explained by noisy multiplicative dynamics. Biological networks can function sta...

Together with @repromancer.bsky.social, I have been musing for a while that the exponentiated gradient algorithm we've advocated for comp neuro would work well with low-precision ANNs.

This group got it working!

arxiv.org/abs/2506.17768

May be a great way to reduce AI energy use!!!

#MLSky πŸ§ͺ

09.07.2025 14:34 β€” πŸ‘ 39    πŸ” 13    πŸ’¬ 3    πŸ“Œ 0

Agreed. And one seems like a useful distraction for the other ...

10.07.2025 18:21 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Update on the fund for leading international scientists: advance announcement of the Tulip Fund | NWO NWO has made 25 million euros available to facilitate the transition of top international researchers to the Netherlands. Later this summer, the call for proposals for the Tulip Fund, as the new fund will be called, will open. The fund will enable renowned international scientists from outside the EU to continue their research at a Dutch research institution. Knowledge institutions can nominate top researchers or talents who wish to continue their work here in the Netherlands due to the growing threats to academic freedom to be considered for funding.

It’s ironic that amid huge cuts to science and education funding and enforcement of Dutch-only programs, extra money is spent attracting US scientists. I support international collaboration, but without investing in our own students and education, science can’t thrive.

www.nwo.nl/en/news/upda...

10.07.2025 16:20 β€” πŸ‘ 12    πŸ” 4    πŸ’¬ 1    πŸ“Œ 0
Preview
High-dimensional neuronal activity from low-dimensional latent dynamics: a solvable model Computation in recurrent networks of neurons has been hypothesized to occur at the level of low-dimensional latent dynamics, both in artificial systems and in the brain. This hypothesis seems at odds ...

The firing of neural populations is high-dim even if their subthreshold activity is low-dim! This work by @bio-emergent.bsky.social and @haydari.bsky.social shows how, with a solvable model, a data analysis technique, and data from mouse visual cortex: www.biorxiv.org/content/10.1...

09.06.2025 11:49 β€” πŸ‘ 90    πŸ” 29    πŸ’¬ 0    πŸ“Œ 1

@martinavinck is following 20 prominent accounts