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Janis Keck

@keckjanis.bsky.social
107 followers 237 following 55 posts

phd student in computational neuroscience, interested in geometric principles of biological & artificial learning ||

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Reposted by Janis Keck
Shrey Dixit @shreydixit.bsky.social · 29/09/2026
Find me and my poster at #Bernstein2026 today during Session 1. I will be talking about Infantile Amnesia and how Representational Drift might have something to do with it. The abstract can be found at: abstracts.g-node.org/conference/B...
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Janis Keck @keckjanis.bsky.social · 28/09/2026
Getting ready for @bernsteinneuro.bsky.social, let me know if you want to catch up or grab a cofee. also, does anyone have a spare time-turner for attending multiple workshops?
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Viktor Studenyak @vstudenyak.bsky.social · 07/09/2026
New preprint from my PhD at MPI CBS 🧠, with @doellerlab.bsky.social and @andrejbicanski.bsky.social “A computational model of the two dentate gyrus blades” What mechanisms allow the two DG blades to support distinct coding regimes? (www.biorxiv.org/content/10.6...) 1/9
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Stanley Heinze @stanley-heinze.bsky.social · 30/07/2026
New preprint! www.biorxiv.org/content/10.6... Nearly a decade after starting the project, the first major results from our comparative connectomics work is online! Comparing the head direction circuits of the central complex in bees, ants and flies, recapitulating >300million years of evolution.
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Ben Hayden @benhayden.bsky.social · 24/06/2026
New lab paper ! "Shared neural geometries for bilingual semantic representations in human hippocampal neurons" led by @xinyuanyan.bsky.social. 🧵 www.sciencedirect.com/science/arti...
sciencedirect.com
Shared neural geometries for bilingual semantic representations in human hippocampal neurons
The human brain has the remarkable ability to comprehend and express similar concepts in multiple languages. To understand how it does so, we examined…
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Janis Keck @keckjanis.bsky.social · 16/06/2026
AI couldn't come up with this
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Janis Keck @keckjanis.bsky.social · 26/03/2026
Amazing to see how far this has come in less than a year! Excited to see where this is going next
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Matteo Guardamagna @matteoguardamagna.bsky.social · 11/03/2026
1/7 🧠 My journey into development begins with this work and question: how does the brain's spatial navigation system develop? We found that the neural networks for spatial navigation (tori and rings) are preconfigured and only later anchor gradually to the world with experience! 🧵
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Andrej Bicanski @andrejbicanski.bsky.social · 09/03/2026
1/N: Dear cognitive map fans, I’d like to share a model I’ve been working on for a while (clearing backlog :). I show how a vector navigation architecture (VNA) and a “positional inference network” (PIN) can build Universal Cognitive Maps (UCMs) for abstract spaces. www.biorxiv.org/content/10.6...
biorxiv.org
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Shrey Dixit @shreydixit.bsky.social · 09/03/2026
Can whole-brain fMRI responses to naturalistic video stimuli be predicted using only transcripts? Last year, I gave a tutorial on exactly that. Since the response was very positive, I’ve now released both the tutorial notebook and the trained models publicly.
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David G. Clark @david-g-clark.bsky.social · 04/03/2026
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...
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Simon Fisher @profsimonfisher.bsky.social · 19/02/2026
“Humans across multiple languages spontaneously associate the nonwords kiki & bouba with spiky & round shapes, respectively...We tested the bouba-kiki effect in baby chickens. Similar to humans, they spontaneously chose a spiky shape when hearing a kiki sound & a round shape when hearing a bouba.”😲🧪
science.org
Matching sounds to shapes: Evidence of the bouba-kiki effect in naïve baby chicks
Humans across multiple languages spontaneously associate the nonwords “kiki” and “bouba” with spiky and round shapes, respectively, a phenomenon named the bouba-kiki effect. To explore the origin of t...
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Edvard I Moser @edvardmoser.bsky.social · 28/01/2026
The hippocampal map has its own attentional control signal! Our new study reveals that theta #sweeps can be instantly biased towards behaviourally relevant locations. See 📹 in post 4/6 and preprint here 👉 www.biorxiv.org/content/10.6... 🧵(1/6)
biorxiv.org
Attention-like regulation of theta sweeps in the brain's spatial navigation circuit
Spatial attention supports navigation by prioritizing information from selected locations. A candidate neural mechanism is provided by theta-paced sweeps in grid- and place-cell population activity, which sample nearby space in a left-right-alternating pattern coordinated by parasubicular direction signals. During exploration, this alternation promotes uniform spatial coverage, but whether sweeps can be flexibly tuned to locations of particular interest remains unclear. Using large-scale Neuropixels recordings in freely-behaving rats, we show that sweeps and direction signals are rapidly and dynamically modulated: they track moving targets during pursuit, precede orienting responses during immobility, and reverse during backward locomotion — without prior spatial learning. Similar modulation occurs during REM sleep. Canonical head-direction signals remain head-aligned. These findings identify sweeps as a flexible, attention-like mechanism for selectively sampling allocentric cognitive maps. ### Competing Interest Statement The authors have declared no competing interest. European Research Council, Synergy Grant 951319 (EIM) The Research Council of Norway, Centre of Neural Computation 223262 (EIM, MBM), Centre for Algorithms in the Cortex 332640 (EIM, MBM), National Infrastructure grant (NORBRAIN, 295721 and 350201) The Kavli Foundation, https://ror.org/00kztt736 Ministry of Science and Education, Norway (EIM, MBM) Faculty of Medicine and Health Sciences; NTNU, Norway (AZV)
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Sakana AI @sakanaai.bsky.social · 12/01/2026
Introducing DroPE: Extending Context by Dropping Positional Embeddings We found embeddings like RoPE aid training but bottleneck long-sequence generalization. Our solution’s simple: treat them as a temporary training scaffold, not a permanent necessity. arxiv.org/abs/2512.12167 pub.sakana.ai/DroPE
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Guillaume Bellec @bellecguill.bsky.social · 18/12/2025
Our paper on data constrained RNN that generalize to optogenetic perturbations now citable on eLife: doi.org/10.7554/eLif...
doi.org
Biologically informed cortical models predict optogenetic perturbations
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Janis Keck @keckjanis.bsky.social · 04/12/2025
New preprint! Have you ever wondered, what are these fuzzy simplicial sets, the theoretical framework behind e.g. UMAP? Here we show that you may simply see them as marginal distributions over simplicial sets. This provides a generative model for UMAP. (1/2) arxiv.org/abs/2512.03899
arxiv.org
Probabilistic Foundations of Fuzzy Simplicial Sets for Nonlinear Dimensionality Reduction
Fuzzy simplicial sets have become an object of interest in dimensionality reduction and manifold learning, most prominently through their role in UMAP. However, their definition through tools from alg...
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Don Moynihan @donmoyn.bsky.social · 11/11/2025
Three German universities offering post-docs for researchers "who cannot conduct or continue their work in the USA appropriately because of actual political pressure. " www.uni-konstanz.de/zukunftskoll...
uni-konstanz.de
Early Career Rescue Fellowship
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Hugo Spiers @hugospiers.bsky.social · 13/10/2025
Foraging in conceptual spaces: hippocampal oscillatory dynamics underlying searching for concepts in memory www.biorxiv.org/content/10.1...
biorxiv.org
Foraging in conceptual spaces: hippocampal oscillatory dynamics underlying searching for concepts in memory
How does the brain access stored knowledge? It has been proposed that conceptual search engages neurocognitive processes similar to foraging in physical space. We tested this idea using intracranial E...
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Reposted by Janis Keck
Andrej Bicanski @andrejbicanski.bsky.social · 03/10/2025
New preprint from the lab and great work by Fei Wang. We show how subiculum trace vector cells can be modeled consistent with known effects in CA1. Traces are driven by a mismatch learning rule to keep associative memories in line with experience. www.biorxiv.org/content/10.1...
biorxiv.org
Dynamic updating of cognitive maps via traces of experience in the subiculum
In the classical view of hippocampal function, the subiculum is assigned the role as the output layer. In spatial paradigms, some subiculum neurons manifest as so-called boundary vector cells (BVCs), ...
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Zach Rosenthal @zachrosenthal.bsky.social · 24/09/2025
Super proud of this collaboration with rockstar Ryan Raut - born out of playing in the sandbox in our last year of grad school! Multi-scale brain activity can be predicted from a simple measure of arousal like pupil diameter. Out with linear causality, in with dynamic systems to explain neurobiology
nature.com
Arousal as a universal embedding for spatiotemporal brain dynamics - Nature
Reframing of arousal as a latent dynamical system can reconstruct multidimensional measurements of large-scale spatiotemporal brain dynamics on the timescale of seconds in mice.
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Abhilasha Joshi, PhD @rhythmicspikes.bsky.social · 17/09/2025
1/ 🚨 New preprint! 🚨 Excited and proud (& a little nervous 😅) to share our latest work on the importance of #theta-timescale spiking during #locomotion in #learning. If you care about how organisms learn, buckle up. 🧵👇 📄 www.biorxiv.org/content/10.1... 💻 code + data 🔗 below 🤩 #neuroskyence
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Ricard Solé @ricardsole.bsky.social · 10/09/2025
Can a single cell learn? Even without a brain, some microbes show simple forms of cognition. Can this basal cognition be engineered? Check our new paper with @jordiplam.bsky.social on the minimal synthetic circuits & their cognitive limits. @drmichaellevin.bsky.social www.biorxiv.org/content/10.1...
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Janis Keck @keckjanis.bsky.social · 08/09/2025
Andrej is a great scientist and teacher, highly recommended!
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Doeller Lab @doellerlab.bsky.social · 05/09/2025
Congratulations to @reznikdan.bsky.social and @sofievalk.bsky.social for this tremendous achievement!
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john sakon @johnsakon.bsky.social · 28/08/2025
In sum, we believe this is the first direct evidence in humans of systems consolidation theory for specific memories: the hypothesized transformation of memories from hippocampus to cortex over sleep. Take look for yourself on @biorxivpreprint.bsky.social t.co/xFEDpqVXfE 6/6
t.co
https://www.biorxiv.org/content/10.1101/2025.07.01.662486v3
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Deng Pan @dengpan.bsky.social · 28/08/2025
🚨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.
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Hunter Schone @hunterschone.bsky.social · 21/08/2025
Now out in @natneuro.nature.com What happens to the brain’s body map when a body-part is removed? Scanning patients before and up to 5 yrs after arm amputation, we discovered the brain’s body map is strikingly preserved despite amputation www.nature.com/articles/s41593-025-02037-7 🧵1/18
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Matthias Nau @matthiasnau.bsky.social · 15/08/2025
#CCN2025 was fantastic!! It was great to meet and catch up with many of you in Amsterdam – Feeling really inspired now by all the cool work I've seen over the past few days @cogcompneuro.bsky.social! Until next year!
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Max Planck School of Cognition @mps-cognition.bsky.social · 15/08/2025
Since July 21st, we have a good reason to celebrate the summa cum laude Defense of the newly minted Dr. Hettwer who received her PhD from @hhu.de under the supervision of Prof. Simon Eickhoff @sbe.bsky.social with strongest support of Dr. Sofie Valk! Congratulations Meike!!!🥂👏🏻🥁🎊
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Grace Lindsay @neurograce.bsky.social · 14/08/2025
Appreciate @davidpoeppel.bsky.social's reminder to scientists of their role in this time, at #CCN2025 (the reminder may be even more pertinent to non-US colleagues who have a chance to prevent the some of the worst effects before they really arrive)
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Marcus Ghosh @marcusghosh.bsky.social · 11/08/2025
I'll be presenting this work at #CCN2025 tomorrow (A173). Come and say hi or message me if you'd like to meet up!
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Bernhard Spitzer @bernhardspitzer.bsky.social · 10/08/2025
@fnkp.bsky.social using gen-AI to create awesome new experiment stimuli which nearly look alike visually, but depict completely different things. Fri, C135 (6/7)
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Jean-Rémi King @jeanremiking.bsky.social · 11/08/2025
We’re very happy to share 3 highlights of our Brain and AI team for #CCN2025 's week: 1. 🏆1st place for the Algonauts competition: paper, thtread and code below 2.🗣Keynote: Language in the Brain: 2025.ccneuro.org/k-and-t-lang... 3. 🚀Tutorial: Scale your decoding pipeline in the notebook
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Janis Keck @keckjanis.bsky.social · 11/08/2025
Excited for #CCN2025 where we will share our entry for the algonauts challenge. Join us on Wednesday 10:00 am in A1.03!
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Janis Keck @keckjanis.bsky.social · 31/07/2025
Thrilled to have been part of this! Pleasure working with such a brilliant team on the Algonauts 2025 Challenge. Huge congrats to @shreydixit.bsky.social and everyone involved!
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arXiv cs.LG Machine Learning @cslg-bot.bsky.social · 25/07/2025
Daniel Carlstrom Schad, Shrey Dixit, Janis Keck, Viktor Studenyak, Aleksandr Shpilevoi, Andrej Bicanski: VIBE: Video-Input Brain Encoder for fMRI Response Modeling arxiv.org/abs/2507.17958 arxiv.org/pdf/2507.17958 arxiv.org/html/2507.17958
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Ole Goltermann @olegolt.bsky.social · 22/07/2025
Serious concerns about a new cortical biomarker for pain sensitivity jamanetwork.com/journals/jam... We (with @tspisak.bsky.social, @christianbuchel.bsky.social) published a commentary on Chowdhury, Bi et al. (2025, JAMA Neurology) raising serious concerns about their reported results. 👇 1/13
jamanetwork.com
Concern About Predictive Performance of a Pain Sensitivity Biomarker
To the Editor Chowdhury et al1 evaluated a biomarker for pain sensitivity, combining peak alpha frequency and corticomotor excitability. The authors report outstanding performance (validation set area...
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stephanie-theves.bsky.social @stephanie-theves.bsky.social · 24/07/2025
New paper from the lab in Cell Reports! Rebekka Tenderra @rtenderra.bsky.social et al show that intelligence is linked to interindividual differences in relational integration in hippocampal cognitive maps, supporting an information-processing-based view on intelligence. www.cell.com/cell-reports...
cell.com
Human intelligence relates to neural measures of cognitive map formation
Tenderra et al. show that human intelligence is linked to interindividual differences in relational integration in hippocampal cognitive maps. Map-like representations of information learned piecemeal...
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Ching Fang @chingfang.bsky.social · 26/06/2025
Humans and animals can rapidly learn in new environments. What computations support this? We study the mechanisms of in-context reinforcement learning in transformers, and propose how episodic memory can support rapid learning. Work w/ @kanakarajanphd.bsky.social : arxiv.org/abs/2506.19686
arxiv.org
From memories to maps: Mechanisms of in context reinforcement learning in transformers
Humans and animals show remarkable learning efficiency, adapting to new environments with minimal experience. This capability is not well captured by standard reinforcement learning algorithms that re...
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Shrey Dixit @shreydixit.bsky.social · 25/06/2025
🚨Preprint Alert: Who Does What in Deep Learning? Multidimensional Contribution of Neural Units using Game Theory: arxiv.org/abs/2506.19732 The result of my MSc thesis is out with @kayson.bsky.social @fatemehhadaeghi.bsky.social @patrickmineault.bsky.social @kordinglab.bsky.social, Claus C. Hilgetag
arxiv.org
Who Does What in Deep Learning? Multidimensional Game-Theoretic Attribution of Function of Neural Units
Neural networks now generate text, images, and speech with billions of parameters, producing a need to know how each neural unit contributes to these high-dimensional outputs. Existing explainable-AI ...
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Janis Keck @keckjanis.bsky.social · 25/06/2025
Excited to share that our work on the interplay of symmetric learning rules and successor representations (SR) is published in @plos.org (comp.bio) Work done together with @doellerlab.bsky.social, @caswell.bsky.social and Juergen Jost. doi.org/10.1371/jour... #neuroskyence #compneurosky 1/n
doi.org
Impact of symmetry in local learning rules on predictive neural representations and generalization in spatial navigation
Author summary The hippocampus is a brain region which plays a crucial role in spatial navigation for both animals and humans. Contemporarily, it’s thought to store predictive representations of the e...
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Janis Keck @keckjanis.bsky.social · 18/05/2025
Sometimes I am amazed by the fact that I can sit on a train and play chess against people around the world with a device that fits in my pocket. Then I realize I am in Germany and there is still no stable internet on trains in 2025...
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Andrej Bicanski @andrejbicanski.bsky.social · 29/04/2025
My colleague Dan Bush (not on BSky) at UCL is looking for a post-doc. Focus on intracranial EEG and single cell recordings from epilepsy patients + MEG recordings from healthy volunteers during spatial and episodic memory tasks. Apply here tinyurl.com/n6nkty8e
tinyurl.com
UCL – University College London
UCL is consistently ranked as one of the top ten universities in the world (QS World University Rankings 2010-2022) and is No.2 in the UK for research power (Research Excellence Framework 2021).
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Ben Hayden @benhayden.bsky.social · 11/04/2025
New paper from the Neurosurgery Research Team at BCM! "Learning and language in the unconscious human hippocampus" www.biorxiv.org/content/10.1...
biorxiv.org
Learning and language in the unconscious human hippocampus
Consciousness is a fundamental component of cognition, but the degree to which higher-order perception relies on it remains disputed. Here we demonstrate the persistence of learning, semantic processi...
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Abel Jansma @abelaer.bsky.social · 08/04/2025
My new approach to higher-order interactions in complex systems is now published in Physical Review Research: journals.aps.org/prresearch/a...
journals.aps.org
Mereological approach to higher-order structure in complex systems: From macro to micro with M\"obius
Relating macroscopic observables to microscopic interactions is a central challenge in the study of complex systems. While current approaches often focus on pairwise interactions, a complete understan...
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Theo Schäfer @theoschaefer.bsky.social · 19/03/2025
Check out our new preprint on how environmental deformation and locomotion affect 3D maps! Co-led with @reisnerv.bsky.social, alongside Leonard König, Misun Kim, and Christian Doeller. Very proud of this work!
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Janis Keck @keckjanis.bsky.social · 21/02/2025
Clearly, AGI has already been achieved since ChatGPT can tell me how to insert a picture in the header of my latex poster without moving ten other things to completely random positions
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Weinan Sun @sunw37.bsky.social · 12/02/2025
1/12 How do animals build an internal map? In our new paper, we tracked thousands of mouse CA1 neurons over days/weeks as they learned a VR navigation task. @nspruston.bsky.social & co-1st author @johanwinn.bsky.social Video: www.youtube.com/watch?v=yw_4... Paper: www.nature.com/articles/s41...
youtube.com
Learning produces an orthogonalized state machine in the hippocampus
YouTube video by Weinan Sun
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Nicholas Menghi @nichome.bsky.social · 14/02/2025
Very cool opinion paper by @ckerren.bsky.social and colleagues on the role of dimensionality transformation in episodic memory!
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Abraham Zelalem Vollan @azvollan.bsky.social · 04/02/2025
Excited to share that our paper is now published in Nature! In this study, we uncovered a grid-cell-based circuit in medial entorhinal cortex that probes the surrounding environment with theta-paced, sweeping spatial representations 🧵 www.nature.com/articles/s41...
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