Mainly science = computational neuroscience, self-organization, critical dynamics, plasticities. Sometimes politics. Opinion’s are own. RT ≠ endorse. She/her

Joined August 2017
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We are hiring a Postdoc in Computational Neuroscience and ML at the University of Tübingen. Work with me and Georg @GMartius on expressive neurons, recurrent networks, and neuro-inspired AI for RL and robotics. uni-tuebingen.de/de/290463 the related work: x.com/AaronSpieler/status/17…

I'm thrilled 😊 to announce that our paper on the Expressive Leaky Memory (ELM) neuron got accepted to #ICLR2024 🎉 Huge thanks to @nasim_rahaman @GMartius @bschoelkopf @SelfOrgAnna 🙏! OpenReview: openreview.net/forum?id=vE1e… TweePrint: x.com/AaronSpieler/status/16…
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Anna Levina retweeted
1) I'm excited to present "Scaling Laws and Tradeoffs in Recurrent Network of Expressive Neurons" 🎉, where we question the optimality of simple neurons for network performance, and capture scaling behaviours using a minimal information theoretic model: arXiv.org/abs/2605.12049
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How to better represent 3D rotations? It was a very fun project that involved a lot of learning for me. Now accepted to #ICML2024 . Congratulations to the whole team!
Training neural networks on 3D rotations feels at times like alchemy. Which rotation representation should we use? How critical is the choice of loss? Our recent preprint looks at these questions with clear visuals and simple math. Check out 👇 arxiv.org/abs/2404.11735 1/ 🧵
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📢 22-25 April 2024 Digital workshop on Dendritic computation, synaptic plasticity & molecular mechanisms. Join @cian_neuro and me in learning about the recent findings of friends and colleagues working in this exciting field. tchumatchenko.de/Workshop/wo…

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In case you were just shy to ask - I am happy to welcome MSC-applicants and support applications centered on relevant topics (self-organization in neuronal networks, E/I balance in recurrent networks, plasticity, criticality, network dynamics (and more)...)
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Exited to give a talk at #Cosyne2024 about our recent work on how different learning curricula give rise to distinct mechanisms for performing long-memory tasks. If you’re interested drop by session 8 on Saturday. Live stream: youtube.com/@cosynetalks?si=… x.com/roxana_zeraati/status/…
Thrilled to share our #ICLR2024 paper (co-led w/ @sinak12345 and great collaboration w/@m_giannakakis @schaefertim1 @GMartius @SelfOrgAnna). We show that mechanisms of generating long timescales for memory tasks depend on how RNNs learn the task. 🧵👇 openreview.net/forum?id=xwKt…
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Look at the cool tweeprint by @roxana_zeraati about our paper assessing the role of individual and network-mediated timescales in memory-dependent computational tasks. Proud of the whole lab participating in this paper (to be presented at #ICLR )
Thrilled to share our #ICLR2024 paper (co-led w/ @sinak12345 and great collaboration w/@m_giannakakis @schaefertim1 @GMartius @SelfOrgAnna). We show that mechanisms of generating long timescales for memory tasks depend on how RNNs learn the task. 🧵👇 openreview.net/forum?id=xwKt…
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Anna Levina retweeted
Thrilled to share our #ICLR2024 paper (co-led w/ @sinak12345 and great collaboration w/@m_giannakakis @schaefertim1 @GMartius @SelfOrgAnna). We show that mechanisms of generating long timescales for memory tasks depend on how RNNs learn the task. 🧵👇 openreview.net/forum?id=xwKt…
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Anna Levina retweeted
My group and I are looking forward to welcome a new PhD student in our midst. Join us and help us model dendritic proteins in health and disease.
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Join our IMPRS-IS PhD program - a partnership with @uni_stuttgart & @uni_tue! Application deadline Nov 15, 2023. Apply at imprs.is.mpg.de/application
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Anna Levina retweeted
Interested in investigating how neuronal dynamics supports the execution of cognitive functions? Join us! 📢PhD position in the Brain Dynamics Laboratory at @SantAnnaPisa, Italy. #manifold #RNN #compneuro Deadline for the application: 4 August. unicam.it/bandi/2023/bando-4…
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Anna Levina retweeted
Very impressive joint investigation by @meduza_en and @mediazona_en on MALE excess mortality in Russia during the war: * en.zona.media/article/2023/0… * meduza.io/en/feature/2023/07… Spoiler: ~25K in 2022, ~50K until now. Here is the little part that I did, based on the Rosstat data. [1/5]
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Anna Levina retweeted
1) We present our Expressive Leaky Memory (ELM) neuron 🧠, which can capture detailed cortical neuron I/O with few thousand params (1000x improv 🤯) but can also solve complex long-range tasks such as Pathfinder-X (16k context len 🍀)! Preprint: arxiv.org/abs/2306.16922
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Anna Levina retweeted
Single neurons can in principle be super powerful: arxiv.org/pdf/2306.16922.pdf

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Knowing line-up and organisers, this will be an exciting exchange
Excited about the interface between stat. phys. and machine learning? Apply for our workshop and discuss with J. Byers, @marylougab, @sebastiangoldt, @InackEstelle, @kadmonj, S. Karpitschka, M. Klopotek, B. Seoane, @wangleiphy, M. Wright, R. Zecchina, ... spaml23.tu-chemnitz.de/
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21 Apr 2023
Come study #MachineLearning in Tübingen: 10 days left to apply to our International MSc Program! Tübingen boasts an amazing research environment #AI/#ML, with several world-class institutions @Cyber_Valley @uni_tue Tuebingen AI @ml4science @MPI_IS, uni-tuebingen.de/de/140323

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Anna Levina retweeted
What approach can explain the link between the brain and behavior? Shall we focus on neural circuits or manifolds? With @chrismlangdon & @MGENK, we provide a unifying perspective on manifolds and circuits, just out in @NatRevNeurosci: nature.com/articles/s41583-0…. #tweeprint 👇

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Anna Levina retweeted
Thrilled to share our paper "Intrinsic timescales in the visual cortex change with selective attention and reflect spatial connectivity" now out @NatureComms! nature.com/articles/s41467-0… We added interesting new analyses to our preprint version (thanks to the reviewers!) #tweeprint👇

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Anna Levina retweeted
Only 4 days to go❗❗❗ Study #neuroscience in Tübingen! Apply for one of our #MSc programs (Neural and Behavioural Science, Computational Neuroscience or Cellular and Molecular Neuroscience) here: bit.ly/2Y8vGb4 #studying #tuebingen #master
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