Registration and abstract submission are now open for UCL's NeuroAI conference @ucl-neuroai.bsky.social. Talks from: 🟠 Wolfgang Maass 🟣 @apalmigiano.bsky.social 🔵 Ellie Pavlik 🟠 Bernardo Sabatini 🟣 @nskat.bsky.social 🔵 Eleni Vasilaki And more! gordonstreetticketing.com/event/2026/1...
Marcus Ghosh
@marcusghosh.bsky.social
Computational neuroscientist. Group leader at Imperial College London. https://www.neural-forms.org/
Today, I'm launching my research group 🟣Neural forms🟠 @imperialcollegeldn.bsky.social We study how structure shapes function in artificial and biological neural networks. www.neural-forms.org 🤖🧠🧪 🧵 1/3
Gave a talk at the @crick.ac.uk on "Does heterogeneity help the brain and how could we know if it did?" part of a series we organised with @marcusghosh.bsky.social. It was fun to present work aimed at generating discussion. neural-reckoning.org/talk_2026_cr...
Does heterogeneity help the brain and how could we know if it did?
neural-reckoning.org
Our final workshop will be @crick.ac.uk 🔜 10.09 from 16:00. With a talk and discussion hosted by @neural-reckoning.org on: 🧠 Does heterogeneity help the brain and how could we know if it did? Registration is free but required: www.eventbrite.co.uk/e/understand...
How can we build better experiment-theory collaborations in neuroscience? We're hosting a series of 6 in-person, interactive workshops to discuss this. Come along! www.eventbrite.co.uk/e/understand...
🤖 🧠 🧪 New paper! I'm presenting it TOMORROW at #ALIFE2026! What if a chip could heal itself the way a brain does: not with a spare part, but by rewiring around the wound? Meet Self-Organising Digital Circuits. 👉 self-organising-circuits.github.io/ (go murder some logic gates, I'll explain) 🧵⬇️
Self-Organising Digital Circuits
Extending the Neural Cellular Automata paradigm from pattern formation on grids to functional logic generation and self-repair on arbitrary graphs.
self-organising-circuits.github.io
Now published @commsaicomp.nature.com with @neural-reckoning.org We: 🤖 Define a taxonomy of neural network architectures (here 128 unique structures) 🦾 Train > 25,000 models on different navigation tasks #RL 🧠 Link each architecture's behaviour to its memory dynamics doi.org/10.1038/s444...
How does the structure of a neural circuit shape its function? @neuralreckoning.bsky.social & I explore this in our new preprint: doi.org/10.1101/2025... 🤖🧠🧪 🧵1/9
New (and updated) preprint is now out!🔬🧠 We propose a hypothesis regarding how the genome, despite its limited information-carrying capacity, can initialize a brain with billions of neurons that comprise a diverse set of functions. Relevant to: #neuroscience #devleopmental-biology Details 👇
Factorization and spatial encodings: a hypothesis about the foundations of the genomic code
The genomic mechanisms that efficiently encode the initial architecture and synaptic connectivity of neural circuits remain poorly understood. We hypothesise that two primary mechanisms — spatial enco...
biorxiv.org
What role does Emergence play in Neural Networks? We find that learning emergent low-dimensional representations is key for out-of-distribution generalisation. New Preprint out with @neural-reckoning.org arxiv.org/abs/2607.10430
Emergent Generalization by Representation Learning in Artificial Neural Networks
Dimensionality reduction has proven powerful for identifying neural manifolds, which are low-dimensional structures underlying high-dimensional neural activity. These low-dimensional representations h...
arxiv.org
New preprint (well, very updated). 🤖🧠🧪 We find that an abstract model of neuromodulation lets spiking neural networks perform much better, particularly in challenging noisy environments, using less energy. Relevant to #neuroscience and #neuromorphic computing. 🧵👇 www.biorxiv.org/content/10.1...
Neuromodulation enhances the capability and efficiency of spiking neural networks
Spiking neurons underlie the brain’s extreme energy efficiency, and therefore have great potential in neuromorphic computing, although realising this efficiency in practice has proven challenging. We ...
biorxiv.org
Had a great time teaching on this years @trendcamina.bsky.social summer school in Kenya! With @skuechenhoff.bsky.social, @sejdevries.bsky.social, @tomnotgeorge.bsky.social, @jsoldadomagraner.bsky.social, @akoumoundourou.bsky.social and many more.
Our next workshop will be at @imperial-ix.bsky.social -> 16.07 from 16:00 With a talk and discussion hosted by @sdrsd.bsky.social Registration is free, but required! www.eventbrite.co.uk/e/understand... See you there
How can we build better experiment-theory collaborations in neuroscience? We're hosting a series of 6 in-person, interactive workshops to discuss this. Come along! www.eventbrite.co.uk/e/understand...
If you're in London and want to sit in air conditioning (so I am told) tomorrow afternoon, you can also get a free lecture out of it! Come join me to talk about consciousness, neuroscience, & adversarial collaborations tomorrow afternoon at the Crick! www.eventbrite.co.uk/e/understand...
Understanding the brain in theory and practice
A series of interactive workshops on building better experiment-theory collaborations in neuroscience.
eventbrite.co.uk
New neuromorphic/SNN paper with @pengfei-sun.bsky.social Zhe Su, @achterbrain.bsky.social @giacomoi.bsky.social and @danakarca.bsky.social: www.nature.com/articles/s42... Long story short: neat trick to augment SNNs with a tiny memory buffer to improve performance at low energy/param cost. 🤖🧠🧪
Algorithm–hardware co-design of neuromorphic networks with dual memory pathways - Nature Machine Intelligence
Pengfei Sun et al. develop a spiking neural network with a dual memory pathway, co-designed with a custom neuromorphic chip. The approach delivers over 4× throughput and 5x energy efficiency gains whi...
nature.com
Our next workshop will be at the @crick.ac.uk -> 25.06 from 16:00 With a talk and discussion hosted by @meganakpeters.bsky.social Registration is free, but required! www.eventbrite.co.uk/e/understand... See you there
How can we build better experiment-theory collaborations in neuroscience? We're hosting a series of 6 in-person, interactive workshops to discuss this. Come along! www.eventbrite.co.uk/e/understand...
Really enjoyed teaching students as part of the African Computational Neuroscience Educational Initiative (www.acnei.org)! Looking forward to @trendcamina.bsky.social soon too
Excited to be a part of this! If you'll be at OHBM come along @ohbmofficial.bsky.social @ohbmtrainees.bsky.social
We're organizing a full-day Neuro-AI workshop at OHBM with a 90-minute-long hands-on session to cover all the nitty-gritty of it. If you're around, come join us. Besides the practical aspects, we have a stellar line-up of speakers to learn from and discuss with: kuffmode.github.io/OHBM2026Neur...
Some incredibly exciting news that still feels a bit surreal: I am starting my research group @mpicybernetics.bsky.social! The best part? We are hiring at all levels! Curious about the science we plan to tackle, read along :) #NeuroSky
Our next workshop will be on May 14th - hosted by @flor-iacaruso.bsky.social Come along for some great discussion on building better experiment-theory collaborations in neuroscience! Registration is free, but required
How can we build better experiment-theory collaborations in neuroscience? We're hosting a series of 6 in-person, interactive workshops to discuss this. Come along! www.eventbrite.co.uk/e/understand...
Next meeting in this series is this Thursday 4.30pm at Crick institute with Caswell Barry @caswell.bsky.social presenting work on place and grid cells, and how to integrate theory and experiment better. Free registration, free food and free thinking. 😉
How can we build better experiment-theory collaborations in neuroscience? We're hosting a series of 6 in-person, interactive workshops to discuss this. Come along! www.eventbrite.co.uk/e/understand...
Had great fun discussing some recent work and the value of toy models in neuroscience last night! Our next workshop will be: * 16.04 * 16-20:30 * At the Crick Sign up (for free) and come along! www.eventbrite.co.uk/e/understand...
How can we build better experiment-theory collaborations in neuroscience? We're hosting a series of 6 in-person, interactive workshops to discuss this. Come along! www.eventbrite.co.uk/e/understand...
If you're in London next Thursday afternoon/evening, come along to our seminar/workshop on how to get theory and experiment working together better in neuroscience. There'll be a short talk by @marcusghosh.bsky.social on "A taxonomy of recurrence" (see below) and a long discussion with free food.
How can we build better experiment-theory collaborations in neuroscience? We're hosting a series of 6 in-person, interactive workshops to discuss this. Come along! www.eventbrite.co.uk/e/understand...
If you want to tackle the "biggest problem holding neuroscience back right now" - comparing mechanisms of cognition across species - join us in @ox.ac.uk and @tcddublin.bsky.social . Please share! 3x Job Details below: (fantastic article @suthanalab.bsky.social ) #neuroskyence #neurojobs
The biggest problem holding neuroscience back right now isn’t data or tools, thanks in large part to the BRAIN Initiative. It’s fragmentation across species. I wrote this to hopefully spark discussion around an issue that can only be solved as a community👇 www.thetransmitter.org/animal-model...
Had a great week teaching at The African Institute for Mathematical Sciences (AIMS) in Cape Town! With fellows from @schmidtsciences.bsky.social
PhD opportunity in "The role of neural development in multimodal intelligence" with me, @marcusghosh.bsky.social and @flor-iacaruso.bsky.social. Read details below 👇. Note there's a very short window for applying (deadline Feb 27). 🤖🧠🧪 www.imperial.ac.uk/school-of-co...
PhD opportunities
The School of Convergence Science at Imperial College London is inviting applications for fully funded PhD studentships on research projects that sup...
imperial.ac.uk
I’m a bit late to reading this article by @marcusghosh.bsky.social in the @thetransmitter.bsky.social I really enjoyed it. I’m definitely pro toy mathematical models, I believe they can be informative and push research forward.
Toy models, just in time for Christmas! Excited to share my first article for @thetransmitter.bsky.social #neuroskyence
Happy to share our preprint with @neworderofjamie.bsky.social , @danakarca.bsky.social and @drtnowotny.bsky.social ! We’ve been working on a neuron position learning algorithm by coupling space and time! See manuscript below 👇
Come do your PhD with me and @ktsetsos.bsky.social ! It's such an exciting time for cognitive and computational neuroscience at @tcddublin.bsky.social . And in this PhD you get to do both!
🎓Fully-funded PhD studentship in Computational Cognitive Neuroscience!!! Join @seanfw.bsky.social and myself at @tcddublin.bsky.social for a PhD at the intersection of cutting-edge cognitive neuroscience (OPM-MEG) and neuro-AI. 🗓 Deadline: 5 Feb 2026 #neurojobs #neuroscience #compneuro
For the first Learning Club @cmc-lab.bsky.social in 2026, @marcusghosh.bsky.social on Jan 15, Thu, 2pm CET, will tell us about his recent paper (👇) [joint work w/ @neural-reckoning.org]. Want to attend, send an empty email to virtual talk-link-request@cmclab.org to get the link!
How does the structure of a neural circuit shape its function? @neuralreckoning.bsky.social & I explore this in our new preprint: doi.org/10.1101/2025... 🤖🧠🧪 🧵1/9
Just published my review of neuroscience in 2025, on The Spike. The 10th of these, would you believe? This year we have foundation models, breakthroughs in using light to understand the brain, a gene therapy, and more Enjoy! medium.com/the-spike/20...
2025: A Review of the Year in Neuroscience
Enlightening the brain
medium.com