@achterbrain@mastodon.social
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achterbrain

@achterbrain@mastodon.social

#Computational #Neuroscience at #Cambridge University and #Intel.

I work on the connection of biological 🧠 and artificial 🤖 intelligence. By building neuro-inspired AI (from prefrontal cortex dynamics and circuit plasticity rules) I try to understand the general principles underlying computation in artificial and biological networks. I work with John Duncan and Matt Botvinick.

More on: https://www.jachterberg.com/

#AI #Neuroscience #NeuroAI #machinelearning #CognitiveAI

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achterbrain, to Neuroscience
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🚨 Submissions for are now open at http://ccneuro.org!

Join us in Boston for a super fun conference full of AI + Neuro + CogSci -- cross-disciplinary & single discipline submissions all welcome 🧠🤖

CCN really is a great conference & I am excited to help organise it as part of the ECR committee!

achterbrain, to Neuroscience
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🚨Call for Papers 🚨

The Re-Align Workshop is coming to

Our Call for Papers is finally up! Come share your representational alignment work at our interdisciplinary workshop at ICLR in beautiful Vienna!
representational-alignment.github.io

@neuroscience @cogsci

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achterbrain, to Neuroscience
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Two years ago, Dan Akarca & I wondered: Could the various features we observe in brains across species be caused by shared functional, structural & energetic constraints? 🧠⚡️

With our now published spatially embedded RNNs we show this is true!

🧵 below!
https://www.nature.com/articles/s42256-023-00748-9

@neuroscience

[seRNN Thread 1/13]

video/mp4

achterbrain, to Neuroscience
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Interested in associative memory and hopfield networks? Join us for the AMHN workshop at Neurips, linking and . I am very excited to support the organisers as part of the program committee!

General information:

https://amhn.vizhub.ai

Call for papers:

https://amhn.vizhub.ai/cfp/

achterbrain, to Neuroscience
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At , Jonathan Cornford presented a super cool new :

Synaptic Weight Distributions Depend on the Geometry of Plasticity
https://arxiv.org/abs/2305.19394

Jointly lead with Roman Pogodin, they develop a theory of how a cost function attached to weight changes during learning creates weight distributions observed in biology. Work done in @tyrell_turing group!

@neuroscience @CogCompNeuro

achterbrain, to Neuroscience
@achterbrain@mastodon.social avatar

At , Jonathan Cornford presented a super cool new :

Synaptic Weight Distributions Depend on the Geometry of Plasticity
arxiv.org/abs/2305.19394

Jointly lead with Roman Pogodin, they develop a theory of how a cost function attached to weight changes during learning creates weight distributions observed in biology. Work done in @tyrell_turing group!

@neuroscience @CogCompNeuro

achterbrain, to Neuroscience
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Super cool work on functional specialisation in artificial neural networks, lead by @GabrielBena together with @neuralreckoning

"Dynamics of specialization in neural modules under resource constraints"
https://arxiv.org/abs/2106.02626

Gabriel also recently joined Mastodon, so give him a follow if you are interested in !

achterbrain, to ML
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A key idea behind the brain's ability to and is its ! The mechanism was beautifully reviewed by the late Mark Stokes:

‘Activity-silent’ working memory in prefrontal cortex: a dynamic coding framework

https://www.cell.com/fulltext/S1364-6613(15)00102-3

Seeing ideas like these included in modern models more and more now - extremely exciting to see how this will work out in !

@neuroscience

Private
achterbrain,
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@WorldImagining @cognition @cogsci Wellcome Open Research should fit that criteria. Allows up to 20k words according to https://wellcomeopenresearch.org/for-authors/article-guidelines/preparing-a-research-article/

jonny, to random
@jonny@neuromatch.social avatar

the number of ppl perhaps rightly mourning the decay of academic twitter as one of the only ways to share, find and talk about research seems like it points directly to the fundamental hollowness of the current journal system as a means of uh sharing, finding, and talking about research.

our for-profit system of communication is so hostile to the way we want to work that we became dependent on a different, also very hostile informational chokepoint.

I think it is a pretty normal idea to want to try to rebuild our communication systems ourselves, in common. whatever that looks like. I get why that's weird or boring or scary to ppl I just think it would be fun and good to do.

achterbrain,
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@williamgunn @jonny At this point I think @ACM deserves to be mentioned for being on top of this and creating their own instance early on!

achterbrain, to Neuroscience
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Super thoughtful paper reconciling findings from work on by factoring in generalisation abilities:

Organizing memories for generalization in complementary learning systems

by Weinan Sun, Madhu Advani, Nelson Spruston, Andrew Saxe & James E. Fitzgerald

https://www.nature.com/articles/s41593-023-01382-9

@neuroscience

albertcardona, (edited ) to Neuroscience
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In it’s circuit plasticity all the way down:

“Using long-term exposure to high concentrations of geosmin, an indicator of potentially lethal microorganisms, we demonstrate at the single-cell level that the underlying neuronal circuitry undergoes structural changes in the antennal lobe, while higher brain centers remain unaffected. In particular, second-order neurons show neurite extensions and synaptic remodeling after the exposure period, whereas olfactory sensory neurons and glia cells remain unaffected. Flies that were exposed to geosmin tolerate this innately aversive odorant in general choice and oviposition assays. We show that even a highly specific olfactory circuit is plastic and adaptable to environmental changes.”

From “Experience-dependent plasticity of a highly specific olfactory circuit in melanogaster” by Fabian et al. 2023 (Silken Sachse’s lab) https://www.biorxiv.org/content/10.1101/2023.07.26.550642v1

achterbrain,
@achterbrain@mastodon.social avatar

@albertcardona Albert, a perhaps naive question but it came to mind when skimming the cool paper you linked: If there is experience dependent plasticity even in drosophila, is this plasticity bounded / restricted enough for recent work on high res scans of the drosophila connectome to still be a meaningful representation of the 'expected connectome' in an alive individual? I imagine wiring changes through experience but is still more constrained than what one would expect from e.g. primate PFC?

achterbrain, to Neuroscience
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Goal-seeking compresses neural codes for space in the human hippocampus and orbitofrontal cortex

https://www.biorxiv.org/content/10.1101/2023.01.12.523762v3.abstract

Lead by Paul Muhle-Karbe. Really loved it when he presented it at @CogCompNeuro last summer and the full preprint is a super exciting read!

@neuroscience @neurobuzz

achterbrain,
@achterbrain@mastodon.social avatar

@elduvelle Oh yes, sure! Sorry, I had missed that detail about when to use it - shall use for casual paper sharing in the future! 🙂

achterbrain, to mentalhealth
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The theory on is one of my favourite examples of how ideas can lead to deeper understanding in and science!

Super fun read by Wouter Kool and Matthew Botvinick

https://www.nature.com/articles/s41562-018-0401-9

@cognition @neuroscience

achterbrain, to Futurology
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"Brain network communication: concepts, models and applications"

Great overview of findings in the by Caio Seguin, Olaf Sporns, and Andrew Zalesky!

https://www.nature.com/articles/s41583-023-00718-5

@neuroscience

achterbrain, to generative
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Check out our new work on weighted neural models! 🧠🤖

Recently, we’ve seen tons of work using generative models to elucidate candidate principles of neural connectivity.

Our v2: Inspired by redundancy reduction, our new model can generate both the topology & weights of the

We envision this will help us understand development and also impact structural learning in ANNs in the future! 📚🧑‍🏫

https://www.biorxiv.org/content/10.1101/2023.06.23.546237v1

elduvelle, (edited ) to random
@elduvelle@neuromatch.social avatar

Hi! If you’re a who does or can you make yourself known? I’ll add you to my list. 🧠​⚡​📃​

(Unfortunately lists are not public here but I’ll happily share it, maybe once it’s grown a bit)

Edit: Please boost if you have relevant followers!

achterbrain,
@achterbrain@mastodon.social avatar

@elduvelle Primate PFC ephys here!

achterbrain, to cognition
@achterbrain@mastodon.social avatar

Quick !

I am a PhD student in Computational at University. I work on the connection of biological 🧠 and artificial 🤖 intelligence, building neuro-inspired RNNs from prefrontal cortex dynamics and circuit plasticity rules. I work with John Duncan and Matt Botvinick ().

At the moment I work at as a research intern to support their work on &

More on: https://www.jachterberg.com/

@cognition @neuro

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