Pretraining + fine-tuning powers modern ML, but we lack a theoretical understanding of how pretraining actually shapes downstream learning. In our new @icmlconf.bsky.social paper, we address this gap! 📅 July 9th, Poster #4502 Session 8! 🧵 arxiv.org/pdf/2602.20062
Clementine Domine 🍊 @CCN
@clementinedomine.bsky.social
•PhD student @ https://www.ucl.ac.uk/gatsby 🧠💻 •Masters Theoretical Physics UoM|UCLA🪐 •Intern @zuckermanbrain.bsky.social| @SapienzaRoma | @CERN | @EPFL https://linktr.ee/Clementine_Domine
Cosyne Viewing Parties Visas, costs, care responsibilities, and environmental concerns all limit Cosyne attendance. Luckily, the talks are livestreamed; but watching alone is the high road to an aneurism. Hence: viewing parties! Gather regionally to watch Cosyne talks! More info: shorturl.at/3DHZX.
Will's Wild Website
shorturl.at
Thrilled to be presenting a poster at @wimlworkshop.bsky.social today! 🎉 Exact Learning Dynamics of Bottlenecked and Wide Deep Linear Networks — a deep dive into how architecture shapes feature learning, from bottlenecks to wide layers. openreview.net/forum?id=GtX... Come say hi!
Exact Learning Dynamics of Bottlenecked and Wide Deep Linear Networks
Architectural diversity shapes learning in both biological and artificial systems, influencing how features are represented and generalized. Motivated by parallels between brain circuitry and...
openreview.net
Heading to @neuripsconf.bsky.social see! Excited to connect, chat, and meet new people. I’m also helping organize @unireps.bsky.social again this year — make sure to come by and check out the posters!
📢 Save the date! Join us for the next @ellis.eu x @unireps.bsky.social Speaker Series! 📅28th October – 16:00 CEST 📍https://ethz.zoom.us/j/66426188160 🎙️Speakers: Keynote Talk by @stefanofusi.bsky.social & Flash Talk by @danielkunin.bsky.social
Starting in 30mins! Do not miss it if you are interested in DINOv3 and its representation alignment with human brain!
📢 Save the date! Join us for the next @ellis.eu and @unireps.bsky.social Speaker Series! 📅8th October – 16:00 CEST 📷 ethz.zoom.us/j/66426188160 🎙️ Speakers: Keynote by @maxseitzer.bsky.social & Flash Talk by Joséphine Raugel
📢 Save the date! Join us for the next @ellis.eu and @unireps.bsky.social Speaker Series! 📅8th October – 16:00 CEST 📷 ethz.zoom.us/j/66426188160 🎙️ Speakers: Keynote by @maxseitzer.bsky.social & Flash Talk by Joséphine Raugel
📢 Save the date! Join us for the next @ellis.eu and @unireps.bsky.social Speaker Series! 📅16th September – 16:00 CEST 📷 ethz.zoom.us/j/66426188160 🎙️ Speakers: Keynote by Jacqueline Gottlieb & Flash Talk by William Dorrell 🔵🔴Stay updated by joining our Google group: groups.google.com/u/2/g/ellis-...
🧠✨ How closely do AI models mirror the human brain? Join us for @irisgroen.bsky.social’s talk: “Alignment of visual representations in AI and human brains: beyond object recognition” 📅 8th September @unireps.bsky.social x @ucl-neuroai.bsky.social meetup 🔗 Zoom link: ethz.zoom.us/j/66426188160 1/4
Join our Cloud HD Video Meeting
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ethz.zoom.us
🚨 Registration for the @unireps.bsky.social x @ucl-neuroai.bsky.social meetup (Sept 8) is now closed & sold out for in-person attendance! But good news — you can still join us online 👩💻✨ 🔗 Zoom link: ethz.zoom.us/j/66426188160 We can’t wait to see you there! 🎉
📢 Deadline Extended! The submission deadline for the UniReps Workshop (technical tracks: Ext. Abstracts & Proceedings) is now August 29 (AoE). ⏰ NEW deadline: August 29 (AoE) ⏰ 🔵Submit: t.co/rRMRKRkKtY 🔴CfP: t.co/JsjgbyTabL See you at NeurIPS 25🚀
It’s been a real pleasure visiting @devon-jarvis.bsky.social lab @caandl-lab Wits University this week and giving a talk – great discussions and inspiring work happening here! 🇿🇦
Our #CCN2025 GAC debate w/ @gretatuckute.bsky.social, Gemma Roig (www.cvai.cs.uni-frankfurt.de), Jacqueline Gottlieb (gottlieblab.com), Klaus Oberauer, @mschrimpf.bsky.social & @brittawestner.bsky.social asks: 📊 What benchmarks are useful for cognitive science? 💭 2025.ccneuro.org/gac
Had a wonderful first day @ CCN in Beautiful Amsterdam ! 🌷
🏆 Excited to announce that we will feature Best Paper and Best Reviewer awards! 🎁 Winners will receive paid NeurIPS registrations! 👉Submit your work openreview.net/group?id=Neu... 👉 Sign up to review forms.gle/tDE4kJqVubES... See you in San Diego! 🚀
🎓Thrilled to share I’ve officially defended my PhD!🥳 At @gatsbyucl.bsky.social, my research explored how prior knowledge shapes neural representations. I’m deeply grateful to my mentors, @saxelab.bsky.social and @caswell.bsky.social, my incredible collaborators, and everyone who supported me!
Join us for the 3rd edition of the UniReps Workshop at #NeurIPS2025! 🧠🤖 We're bringing together researchers from #AI, #Neuroscience, and #CogSci to explore why different neural models learn similar representations. 📝 Call for Papers is OPEN on OpenReview! 🌐 Website: unireps.org/2025/
UniReps Workshop
Unifying Representations in Neural Models
unireps.org
📢 We're thrilled to announce that the UniReps workshop will return to @NeurIPSConf 25 for its 3rd edition! 🔵Check our new Call for Papers at: unireps.org/2025/call-fo... 🔴Submit your work at: openreview.net/group?id=Neu... See you in San Diego!🌴🇺🇸
How do task dynamics impact learning in networks with internal dynamics? Excited to share our ICML Oral paper on learning dynamics in linear RNNs! with @clementinedomine.bsky.social @mpshanahan.bsky.social and Pedro Mediano openreview.net/forum?id=KGO...
Learning dynamics in linear recurrent neural networks
Recurrent neural networks (RNNs) are powerful models used widely in both machine learning and neuroscience to learn tasks with temporal dependencies and to model neural dynamics. However, despite...
openreview.net
🚀Exciting News! 🚀 Join us for the first UniReps x @ucl-neuroai.bsky.social Meetup at @ucl.ac.uk @sainsburywellcome.bsky.social on Sept 8, 2025! 🎉 🎙️ Keynote by @irisgroen.bsky.social (University of Amsterdam) 📍 Register now! 👉 docs.google.com/forms/d/e/1F...
UniReps x Ucl Neuro Ai meetup registration
Hi all! We’re excited to launch the UniReps meetup in collaboration with UCL NeuroAi. This meetup builds on the success of the Unireps workshop at NeurIPS 2023-2024, continuing the exploration of un...
docs.google.com
🥳 Congratulations to Clementine Domine (@clementinedomine.bsky.social) on passing her PhD viva with minor corrections! 🎉 🔖 Balancing Learning Regimes: The Impact of Prior Knowledge on the Dynamics of Neural Representations
👉 Join our Google group for more updates: groups.google.com/u/2/g/ellis-...
ELLIS UniReps Speaker Series - Google Groups
groups.google.com
🎉 The first @ellis.eu × Unireps Speaker Series (Reading Group associated with Ellis PhD & Postdoc Program) session is happening soon! 🔜 🗓️ When: 29th May 2025 – 16:30 CET 📍 Where: ethz.zoom.us/j/66426188160 🎙️ Who: Andrew Lampinen @lampinen.bsky.social (Keynote) & Jack Lindsey (Flash Talk)
Our paper "Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena" has been accepted as a position paper to ICML 2025! arxiv.org/abs/2502.21009 These models offer a tractable path to understanding complex neural dynamics—before diving into full nonlinearity. 1/4
Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)
In physics, complex systems are often simplified into minimal, solvable models that retain only the core principles. In machine learning, layerwise linear models (e.g., linear neural networks) act as ...
arxiv.org
Had so much fun presenting our two posters at ICLR with @devon-jarvis.bsky.social and Nico Anguita ! Thanks to everyone who came by and chatted!
See you tomorrow, 4-5pm BST (note that it's not our usual time). Dont forget to register to receive the attendance link! ⬇️
For our next UCL #NeuroAI online seminar, we are happy to host Dr Shaul Druckmann (@stanforduniversity.bsky.social, @stanfordpsy.bsky.social). 🗓️Wed 16 April 2025 ⏰4-5pm BST Talk title: 'Relating circuit dynamics to computation: robustness and dimension-specific computation in cortical dynamics'
For our next UCL #NeuroAI online seminar, we are happy to host Dr Shaul Druckmann (@stanforduniversity.bsky.social, @stanfordpsy.bsky.social). 🗓️Wed 16 April 2025 ⏰4-5pm BST Talk title: 'Relating circuit dynamics to computation: robustness and dimension-specific computation in cortical dynamics'
🎨I’ll be giving a short talk at Reimagining Anthropocene Futures—an evening of art, ideas & imagination at UCL, part of an ongoing collaboration with artist Mary Yacoob Join us Friday, June 6, 4:30–7pm! Free tickets: www.eventbrite.com/e/reimaginin...
Reimagining Anthropocene Futures Evening Exhibition
This evening exhibition features artefacts from the programme's workshops, multimedia artworks from UCL researchers, and forum discussions
eventbrite.com