Marius Schneider
@mariusschneider.bsky.social
Computational neuroscience Postdoc @bionicvisionlab.org @ucsantabarbara.bsky.social | former IMPRS PhD Student @Ernst Strüngmann Institute
https://schneidermarius.github.io/
https://schneidermarius.github.io/
Reposted by Marius Schneider
👁️🧠 New preprint: We demonstrate the first data-driven neural control framework for a visual cortical implant in a blind human!
TL;DR Deep learning lets us synthesize efficient stimulation patterns that reliably evoke percepts, outperforming conventional calibration.
www.biorxiv.org/content/10.1...
TL;DR Deep learning lets us synthesize efficient stimulation patterns that reliably evoke percepts, outperforming conventional calibration.
www.biorxiv.org/content/10.1...
September 27, 2025 at 2:52 AM
👁️🧠 New preprint: We demonstrate the first data-driven neural control framework for a visual cortical implant in a blind human!
TL;DR Deep learning lets us synthesize efficient stimulation patterns that reliably evoke percepts, outperforming conventional calibration.
www.biorxiv.org/content/10.1...
TL;DR Deep learning lets us synthesize efficient stimulation patterns that reliably evoke percepts, outperforming conventional calibration.
www.biorxiv.org/content/10.1...
Reposted by Marius Schneider
Bet: this flavor of same-stimulus, same-task, compare-behavior, compare-physiology is the future of model testing and theory development in neuroscience.
🚨Our NeurIPS 2025 competition Mouse vs. AI is LIVE!
We combine a visual navigation task + large-scale mouse neural data to test what makes visual RL agents robust and brain-like.
Top teams: featured at NeurIPS + co-author our summary paper. Join the challenge!
Whitepaper: arxiv.org/abs/2509.14446
We combine a visual navigation task + large-scale mouse neural data to test what makes visual RL agents robust and brain-like.
Top teams: featured at NeurIPS + co-author our summary paper. Join the challenge!
Whitepaper: arxiv.org/abs/2509.14446
Mouse vs. AI: A Neuroethological Benchmark for Visual Robustness and Neural Alignment
Visual robustness under real-world conditions remains a critical bottleneck for modern reinforcement learning agents. In contrast, biological systems such as mice show remarkable resilience to environ...
arxiv.org
September 22, 2025 at 11:29 PM
Bet: this flavor of same-stimulus, same-task, compare-behavior, compare-physiology is the future of model testing and theory development in neuroscience.
🚨Our NeurIPS 2025 competition Mouse vs. AI is LIVE!
We combine a visual navigation task + large-scale mouse neural data to test what makes visual RL agents robust and brain-like.
Top teams: featured at NeurIPS + co-author our summary paper. Join the challenge!
Whitepaper: arxiv.org/abs/2509.14446
We combine a visual navigation task + large-scale mouse neural data to test what makes visual RL agents robust and brain-like.
Top teams: featured at NeurIPS + co-author our summary paper. Join the challenge!
Whitepaper: arxiv.org/abs/2509.14446
Mouse vs. AI: A Neuroethological Benchmark for Visual Robustness and Neural Alignment
Visual robustness under real-world conditions remains a critical bottleneck for modern reinforcement learning agents. In contrast, biological systems such as mice show remarkable resilience to environ...
arxiv.org
September 22, 2025 at 11:13 PM
🚨Our NeurIPS 2025 competition Mouse vs. AI is LIVE!
We combine a visual navigation task + large-scale mouse neural data to test what makes visual RL agents robust and brain-like.
Top teams: featured at NeurIPS + co-author our summary paper. Join the challenge!
Whitepaper: arxiv.org/abs/2509.14446
We combine a visual navigation task + large-scale mouse neural data to test what makes visual RL agents robust and brain-like.
Top teams: featured at NeurIPS + co-author our summary paper. Join the challenge!
Whitepaper: arxiv.org/abs/2509.14446
Reposted by Marius Schneider
Can your AI beat a mouse?
Mice still outperform our best computing machines in some ways. One way is robust visual processing.
10 years ago I decided to work on HARD behavior driven by COMPLEX visual processing. And that risk is paying off now. #neuroAI 1/n
Mice still outperform our best computing machines in some ways. One way is robust visual processing.
10 years ago I decided to work on HARD behavior driven by COMPLEX visual processing. And that risk is paying off now. #neuroAI 1/n
July 10, 2025 at 12:22 PM
Can your AI beat a mouse?
Mice still outperform our best computing machines in some ways. One way is robust visual processing.
10 years ago I decided to work on HARD behavior driven by COMPLEX visual processing. And that risk is paying off now. #neuroAI 1/n
Mice still outperform our best computing machines in some ways. One way is robust visual processing.
10 years ago I decided to work on HARD behavior driven by COMPLEX visual processing. And that risk is paying off now. #neuroAI 1/n
Reposted by Marius Schneider
Here is your last reminder that the application deadline for Imbizo.Africa is nearing quickly, the 1st of July, in fact tomorrow. Still the place where diversity is at its best in the world! Tell all who need to hear. #africa #neuro
#Imbizo - Simons Computational Neuroscience Imbizo - #Imbizo
Simons Computational Neuroscience Imbizo summer school in Cape Town, South Africa
Imbizo.Africa
June 30, 2025 at 7:53 PM
Here is your last reminder that the application deadline for Imbizo.Africa is nearing quickly, the 1st of July, in fact tomorrow. Still the place where diversity is at its best in the world! Tell all who need to hear. #africa #neuro
Reposted by Marius Schneider
Now out in @natcomms.nature.com: Mice and monkeys spontaneously shift through comparable cognitive states - and it's written all over their faces! (1/7)
www.nature.com/articles/s41...
www.nature.com/articles/s41...
Inferring internal states across mice and monkeys using facial features - Nature Communications
Here, the authors created a virtual reality task for monkeys and mice to explore if internal states like attention are similar across species. Their facial expressions during the task were similar, su...
www.nature.com
June 10, 2025 at 11:21 AM
Now out in @natcomms.nature.com: Mice and monkeys spontaneously shift through comparable cognitive states - and it's written all over their faces! (1/7)
www.nature.com/articles/s41...
www.nature.com/articles/s41...
Reposted by Marius Schneider
A Brief History of Young People Today Don't Want to Work
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May 27, 2025 at 10:01 PM
A Brief History of Young People Today Don't Want to Work
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Highly recommended for all neuroscientists who want to learn more about computational neuroscience in a supportive community!
🧠🤖 Computational Neuroscience summer school IMBIZO in Cape Town is open for applications again!
💻🧬 3 weeks of intense coursework & projects with support from expert tutors and faculty
📈Apply until July 1st!
🔗https://imbizo.africa/
💻🧬 3 weeks of intense coursework & projects with support from expert tutors and faculty
📈Apply until July 1st!
🔗https://imbizo.africa/
May 9, 2025 at 7:30 PM
Highly recommended for all neuroscientists who want to learn more about computational neuroscience in a supportive community!
Reposted by Marius Schneider
Re-posting is appreciated: We have a fully funded PhD position in CMC lab @cmc-lab.bsky.social (at @tudresden_de). You can use forms.gle/qiAv5NZ871kv... to send your application and find more information. Deadline is April 30. Find more about CMC lab: cmclab.org and email me if you have questions.
forms.gle
February 20, 2025 at 2:50 PM
Re-posting is appreciated: We have a fully funded PhD position in CMC lab @cmc-lab.bsky.social (at @tudresden_de). You can use forms.gle/qiAv5NZ871kv... to send your application and find more information. Deadline is April 30. Find more about CMC lab: cmclab.org and email me if you have questions.
Reposted by Marius Schneider
Top-down feedback is ubiquitous in the brain and computationally distinct, but rarely modeled in deep neural networks. What happens when a DNN has biologically-inspired top-down feedback? 🧠📈
Our new paper explores this: elifesciences.org/reviewed-pre...
Our new paper explores this: elifesciences.org/reviewed-pre...
Top-down feedback matters: Functional impact of brainlike connectivity motifs on audiovisual integration
elifesciences.org
April 15, 2025 at 8:11 PM
Top-down feedback is ubiquitous in the brain and computationally distinct, but rarely modeled in deep neural networks. What happens when a DNN has biologically-inspired top-down feedback? 🧠📈
Our new paper explores this: elifesciences.org/reviewed-pre...
Our new paper explores this: elifesciences.org/reviewed-pre...
Reposted by Marius Schneider
Reposted by Marius Schneider
Reposted by Marius Schneider
Firing rates in visual cortex show representational drift, while temporal spike sequences remain stable
www.sciencedirect.com/science/arti...
Great work by Boris Sotomayor and with @battaglialab.bsky.social
www.sciencedirect.com/science/arti...
Great work by Boris Sotomayor and with @battaglialab.bsky.social
Firing rates in visual cortex show representational drift, while temporal spike sequences remain stable
Neural firing-rate responses to sensory stimuli show progressive changes both within and across sessions, raising the question of how the brain mainta…
www.sciencedirect.com
April 10, 2025 at 10:44 AM
Firing rates in visual cortex show representational drift, while temporal spike sequences remain stable
www.sciencedirect.com/science/arti...
Great work by Boris Sotomayor and with @battaglialab.bsky.social
www.sciencedirect.com/science/arti...
Great work by Boris Sotomayor and with @battaglialab.bsky.social
Reposted by Marius Schneider
Excited to share our new pre-print on bioRxiv, in which we reveal that feedback-driven motor corrections are encoded in small, previously missed neural signals.
April 7, 2025 at 2:55 PM
Excited to share our new pre-print on bioRxiv, in which we reveal that feedback-driven motor corrections are encoded in small, previously missed neural signals.
Excited for the poster session at #Cosyne tonight!
Come check out the two posters I am involved in—one on neural representations and generalization in mice & RL agents trained on the same foraging task, and another on selective attention in spiking networks.
Come check out the two posters I am involved in—one on neural representations and generalization in mice & RL agents trained on the same foraging task, and another on selective attention in spiking networks.
March 27, 2025 at 9:17 PM
Excited for the poster session at #Cosyne tonight!
Come check out the two posters I am involved in—one on neural representations and generalization in mice & RL agents trained on the same foraging task, and another on selective attention in spiking networks.
Come check out the two posters I am involved in—one on neural representations and generalization in mice & RL agents trained on the same foraging task, and another on selective attention in spiking networks.
Reposted by Marius Schneider
Coming to the #Cosyne2025 workshops? Wanna dance on the final night? We got you covered.
@glajoie.bsky.social and I have organized a party in Tremblant. Come and get on the dance floor y'all. 🕺
April 1st
10PM-3AM
Location: Le P'tit Caribou
DJs Mat Moebius, Xanarelle, and Prosocial
Please share!
@glajoie.bsky.social and I have organized a party in Tremblant. Come and get on the dance floor y'all. 🕺
April 1st
10PM-3AM
Location: Le P'tit Caribou
DJs Mat Moebius, Xanarelle, and Prosocial
Please share!
March 24, 2025 at 5:37 PM
Coming to the #Cosyne2025 workshops? Wanna dance on the final night? We got you covered.
@glajoie.bsky.social and I have organized a party in Tremblant. Come and get on the dance floor y'all. 🕺
April 1st
10PM-3AM
Location: Le P'tit Caribou
DJs Mat Moebius, Xanarelle, and Prosocial
Please share!
@glajoie.bsky.social and I have organized a party in Tremblant. Come and get on the dance floor y'all. 🕺
April 1st
10PM-3AM
Location: Le P'tit Caribou
DJs Mat Moebius, Xanarelle, and Prosocial
Please share!
Reposted by Marius Schneider
🧵 time!
1/15
Why are CNNs so good at predicting neural responses in the primate visual system? Is it their design (architecture) or learning (training)? And does this change along the visual hierarchy?
🧠🤖
🧠📈
1/15
Why are CNNs so good at predicting neural responses in the primate visual system? Is it their design (architecture) or learning (training)? And does this change along the visual hierarchy?
🧠🤖
🧠📈
March 13, 2025 at 9:34 PM
🧵 time!
1/15
Why are CNNs so good at predicting neural responses in the primate visual system? Is it their design (architecture) or learning (training)? And does this change along the visual hierarchy?
🧠🤖
🧠📈
1/15
Why are CNNs so good at predicting neural responses in the primate visual system? Is it their design (architecture) or learning (training)? And does this change along the visual hierarchy?
🧠🤖
🧠📈
Reposted by Marius Schneider
Why academia is sleepwalking into self-destruction. My editorial @brain1878.bsky.social If you agree with the sentiments please repost. It's important for all our sakes to stop the madness
academic.oup.com/brain/articl...
academic.oup.com/brain/articl...
March 6, 2025 at 7:16 PM
Why academia is sleepwalking into self-destruction. My editorial @brain1878.bsky.social If you agree with the sentiments please repost. It's important for all our sakes to stop the madness
academic.oup.com/brain/articl...
academic.oup.com/brain/articl...
Reposted by Marius Schneider
Happy to see this study led by Irene Onorato finally out - we show distinct phase locking and spike timing of optotagged PV cells and Sst interneuron subtypes during gamma oscillations in mouse visual cortex, suggesting an update to the classic PING model www.sciencedirect.com/science/arti...
Distinct roles of PV and Sst interneurons in visually induced gamma oscillations
Gamma-frequency oscillations are a hallmark of active information processing and are generated by interactions between excitatory and inhibitory neuro…
www.sciencedirect.com
March 6, 2025 at 10:22 PM
Happy to see this study led by Irene Onorato finally out - we show distinct phase locking and spike timing of optotagged PV cells and Sst interneuron subtypes during gamma oscillations in mouse visual cortex, suggesting an update to the classic PING model www.sciencedirect.com/science/arti...
Reposted by Marius Schneider
🚨Preprint Alert
New work with @martinavinck.bsky.social
We elucidate the architectural bias that enables CNNs to predict early visual cortex responses in macaques and humans even without optimization of convolutional kernels.
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🧠📈
Neural responses in early, but not late, visual cortex are well predicted by random-weight CNNs with sufficient model complexity https://www.biorxiv.org/content/10.1101/2025.02.05.636721v1
February 8, 2025 at 3:06 PM
🚨Preprint Alert
New work with @martinavinck.bsky.social
We elucidate the architectural bias that enables CNNs to predict early visual cortex responses in macaques and humans even without optimization of convolutional kernels.
🧠🤖
🧠📈
Reposted by Marius Schneider
Spiros Chavlis and I are very excited to share our latest #dendritic ANN research published in Nature Comms. @natureportfolio.bsky.social. We show that adopting the structure and sparse sampling features of biological #dendrites makes ANNs accurate, highly efficient and robust to overfitting.
🔬💻IMBB researchers @dendritesgr.bsky.social lab introduce artificial neural networks with characteristics of biological #dendrites.
▶️https://tinyurl.com/55tyur6m
@forth-ite.bsky.social
@yiotapoirazi.bsky.social
▶️https://tinyurl.com/55tyur6m
@forth-ite.bsky.social
@yiotapoirazi.bsky.social
January 25, 2025 at 2:04 PM
Spiros Chavlis and I are very excited to share our latest #dendritic ANN research published in Nature Comms. @natureportfolio.bsky.social. We show that adopting the structure and sparse sampling features of biological #dendrites makes ANNs accurate, highly efficient and robust to overfitting.
Reposted by Marius Schneider
It’s shocking how much they’ve all decided to bow down and kiss the ring. Certainly, it has made it clear that if things get really bad, they will do nothing other than protect their own financial interests.
January 24, 2025 at 2:33 PM
It’s shocking how much they’ve all decided to bow down and kiss the ring. Certainly, it has made it clear that if things get really bad, they will do nothing other than protect their own financial interests.
Reposted by Marius Schneider
What's the right way to think about modularity in the brain? This devilish 😈 question is a big part of my research now, and it started with this paper with @solarpunkgabs.bsky.social, finally published after the first preprint in 2021! 🤖🧠🧪
www.nature.com/articles/s41...
www.nature.com/articles/s41...
Dynamics of specialization in neural modules under resource constraints - Nature Communications
The extent to which structural modularity in neural networks ensures functional specialization remains unclear. Here the authors show that specialization can emerge in neural modules placed under reso...
www.nature.com
January 23, 2025 at 4:37 PM
What's the right way to think about modularity in the brain? This devilish 😈 question is a big part of my research now, and it started with this paper with @solarpunkgabs.bsky.social, finally published after the first preprint in 2021! 🤖🧠🧪
www.nature.com/articles/s41...
www.nature.com/articles/s41...
Reposted by Marius Schneider
... and so it begins again.🧠🌴🌊🌍 Imbizo.africa is on its way, ... without me 😥, but look! at the views through those windows.
I wanna go and learn about all things neuro at one of the most beautiful spots in the world. Don't you, too?
I wanna go and learn about all things neuro at one of the most beautiful spots in the world. Don't you, too?
January 13, 2025 at 12:44 PM
... and so it begins again.🧠🌴🌊🌍 Imbizo.africa is on its way, ... without me 😥, but look! at the views through those windows.
I wanna go and learn about all things neuro at one of the most beautiful spots in the world. Don't you, too?
I wanna go and learn about all things neuro at one of the most beautiful spots in the world. Don't you, too?
Reposted by Marius Schneider
Imagine the whole world looking this.
It is actually pretty easy to improve our lives, no need for new tech magic or some mars migration BS: just abolish cars from city centres
It is actually pretty easy to improve our lives, no need for new tech magic or some mars migration BS: just abolish cars from city centres
Imagine London like this:
Air pollution has dropped significantly in #Paris in the last 15 years. Mayor @annehidalgo.bsky.social’s leadership has traded car space for green space, safe bike space, kid space.. and traded pollution for people.
Good trade.
Good trade.
January 17, 2025 at 11:00 AM
Imagine the whole world looking this.
It is actually pretty easy to improve our lives, no need for new tech magic or some mars migration BS: just abolish cars from city centres
It is actually pretty easy to improve our lives, no need for new tech magic or some mars migration BS: just abolish cars from city centres