Christoph Miehl
@cmiehl.bsky.social
270 followers 490 following 19 posts
HFSP Postdoc Fellow at U Chicago in the Doiron lab | former PhD @MPI for Brain Research & TU Munich in the Gjorgjeva lab https://www.christophmiehl.com/
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cmiehl.bsky.social
Excited to share our new preprint in which we propose a biologically plausible mechanistic solution to the problem of how the brain can flexibly learn and store new representations without forgetting previously learned information.

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

Detailed 🧵 below 👇 1/12
Assembly-based computations through contextual dendritic gating of plasticity
Neuronal assemblies — groups of strongly connected neurons — are considered the basic building blocks of perception and memory in the brain by encoding representations of specific concepts. Despite re...
www.biorxiv.org
Reposted by Christoph Miehl
sciencevs.bsky.social
This moment from our latest episode with science writer @edyong209.bsky.social is 🔥

We asked Ed — how do we talk up the benefits of science in the face of government cuts? He told us that's the wrong approach. 🧪

Listen wherever, or watch on Spotify 👇

open.spotify.com/episode/7Evh...
Reposted by Christoph Miehl
tingfenglin.bsky.social
Hi #Neuroscience,
Exciting news—I’m recruiting a PhD student to join my lab and study neuroscience in larval zebrafish 🧠🐟
Microscopy expertise is a big plus!
Link: drive.google.com/file/d/1Wb4h...
NeuroPhD vacancy FoS - TFL2025.pdf
drive.google.com
Reposted by Christoph Miehl
moraogando.bsky.social
Thrilled to share our new Adesnik lab paper!!
Using holography in excitatory & inhibitory neurons, we reveal how a single cortical circuit can both complete and cancel predictable sensory activity, sharpening representations
📄https://www.biorxiv.org/content/10.1101/2025.08.02.668307v1
🧵
Reposted by Christoph Miehl
flor-iacaruso.bsky.social
1/N What are the organizational principles underlying crossmodal cortical connections?
We address this in this new preprint, led by @alexegeaweiss.bsky.social & ‪@bturner-bridger.bsky.social‬ in collab w/ ‪@petrznam.bsky.social‬ @crick.ac.uk
www.biorxiv.org/content/10.1...
cmiehl.bsky.social
I have heard about it, but I am not sure about the connection to our model. Could you share some papers with me that you think might be relevant? Thanks!
cmiehl.bsky.social
Thank you!
Yes, exactly, the idea is that (in cortex) the VIP-SST disinhibitory pathway gates plasticity at the dendrites, while PVs stabilize the activity of E cells. We have a paragraph about this with more details in the Discussion section of the manuscript.
Reposted by Christoph Miehl
gjorjulijana.bsky.social
Very happy to share this preprint from the lab led by @cmiehl.bsky.social, Sebastian and Maurycy on how to flexibly learn with nonlinear dendrites and inhibitory context-dependent gating, putting biological detail in ANNs. Check out Christoph's post below for a preview or the paper for more details!
cmiehl.bsky.social
Excited to share our new preprint in which we propose a biologically plausible mechanistic solution to the problem of how the brain can flexibly learn and store new representations without forgetting previously learned information.

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

Detailed 🧵 below 👇 1/12
Assembly-based computations through contextual dendritic gating of plasticity
Neuronal assemblies — groups of strongly connected neurons — are considered the basic building blocks of perception and memory in the brain by encoding representations of specific concepts. Despite re...
www.biorxiv.org
cmiehl.bsky.social
This work has been co-led by Sebastian Onasch and me, with help from M. Maurycy Miękus under the guidance of @gjorjulijana.bsky.social.
Thanks to our funding sources @erc.europa.eu and @hfspo.bsky.social!

If you have questions/feedback, don’t hesitate to contact us! 12/12
cmiehl.bsky.social
In conclusion, we introduce new avenues for performing assembly computations with biologically inspired mechanisms, demonstrating flexible learning and combining of assemblies without forgetting, bridging the gap between biological realism and computational functionality in circuit modeling. 11/12
cmiehl.bsky.social
We show that in hierarchically connected areas, assemblies enhance recall & pattern completion in downstream areas, despite disruptions in previous areas.
Finally, we show how our model allows for learning of associations with existing assemblies, another key concept for flexible learning. 10/12
cmiehl.bsky.social
We designed a visual-auditory association task to demonstrate the applicability of this ‘assembly calculus’ framework in a real-world example. Our model can correctly classify letters and numbers in a downstream concept area, even if only part of the sensory information is presented. 9/12
cmiehl.bsky.social
We next investigated how the formed assemblies can be combined across areas. We focus on two assembly operations – projections and associations. In short, these operations can be learned across areas – importantly without any decay (forgetting) of previously learned structures. 8/12
cmiehl.bsky.social
In a recurrent network with 400 multi-compartment neurons, switching one inhibitory context “on” allows for learning of stable dendrite-specific assemblies at disinhibited dendritic compartments. 7/12
cmiehl.bsky.social
Assuming that inhibitory (sub-) populations encode “context” signals controlling distinct dendritic compartments, inhibitory neurons can flexibly gate plasticity on or off at each specific dendritic compartment. 6/12
cmiehl.bsky.social
We use a multi-compartment neuron model with a spiking soma in which synapses at the dendrites undergo voltage-dependent synaptic plasticity. Here, the balance of excitatory and inhibitory inputs at each dendrite determines the sign and amount of plasticity. 5/12
cmiehl.bsky.social
We propose a biological plausible model, combining nonlinear dendrites and inhibitory context-dependent gating to enable flexible learning without forgetting. Our model bridges scales from dendritic properties to assembly learning in recurrent circuits to multi-area assembly computations. 4/12
cmiehl.bsky.social
At the same time, artificial neural networks (ANNs) have proven successful in performing a diversity of tasks and computations. However, they mainly rely on assumptions that are not biologically plausible and suffer from the problem of catastrophic forgetting. 3/12
cmiehl.bsky.social
A prominent hypothesis suggests that groups of neurons (assemblies) provide the basis of perception/memory in the brain. Previous studies often fall short in showing how assemblies can be flexibly learned and combined to perform complex computations without forgetting previously learned ones. 2/12
cmiehl.bsky.social
Excited to share our new preprint in which we propose a biologically plausible mechanistic solution to the problem of how the brain can flexibly learn and store new representations without forgetting previously learned information.

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

Detailed 🧵 below 👇 1/12
Assembly-based computations through contextual dendritic gating of plasticity
Neuronal assemblies — groups of strongly connected neurons — are considered the basic building blocks of perception and memory in the brain by encoding representations of specific concepts. Despite re...
www.biorxiv.org
cmiehl.bsky.social
Wait, what???
mclem.org
The US Administration has indefinitely blocked *all* student visa applicants from getting a visa interview.

Worldwide, unconditional, no end date. All.

International students are crucial to the US university system, American innovation, and future US prosperity.
Rubio Reportedly Pauses New International Student Visa Interviews
More than 1.1 million international students were enrolled at U.S. colleges and universities in the 2023-2024 school year.
www.forbes.com
cmiehl.bsky.social
Come join us at the GRS on Inhibition in the CNS 5-6 July. Perfect opportunity for early career researchers to network & learn about 🔥 topics in research on inhibition!
We have a workshop on computational modeling inhibitory circuits targeted to both experimenalists and theorists. Details below 👇
nicolevissers1.bsky.social
We’re excited to share the full lineup for the Gordon Research Conferences on Inhibition in the CNS. It’s the perfect opportunity to network, explore cutting-edge research, and share your own work with a vibrant community. Applications are still open! Feel free to reach out with any questions!
Reposted by Christoph Miehl
Reposted by Christoph Miehl
hfspo.bsky.social
Got a radical idea that doesn’t fit the mold?
#HFSP supports bold, high-risk postdoctoral research in #LifeSciences 🧪
Challenge the norm. Go international. Think beyond disciplines 💪
Apply now!
💥 Deadline May 15 | Initiate LOI by May 7
🔗zurl.co/gtbWu
#sts