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UniReps

@unireps.bsky.social
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unireps.org Discover why, when and how distinct learning processes yield similar representations, and the degree to which these can be unified.

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UniReps @unireps.bsky.social · 02/10/2026
🔵🔴Still thinking about submitting to UniReps? Good news: we’ve extended the submission deadline to October 10th (AOE)! We’d love to see your work and look forward to welcoming you to UniReps! 🔴 Call for papers: unireps.org/2026/call-fo... 🔵 Submit here: openreview.net/group?id=Uni...
unireps.org
Call For Papers | UniReps Workshop
Unifying Representations in Neural Models
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UniReps @unireps.bsky.social · 02/10/2026
🔵🔴Still thinking about submitting to UniReps? Good news: we’ve extended the submission deadline to October 10th (AOE)! We’d love to see your work and look forward to welcoming you to UniReps! 🔴 Call for papers: unireps.org/2026/call-fo... 🔵 Submit here: openreview.net/group?id=Uni...
unireps.org
Call For Papers | UniReps Workshop
Unifying Representations in Neural Models
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UniReps @unireps.bsky.social · 30/09/2026
The submission deadline is only a few days away: October 4, AoE!🔵🔴 🔴Read the call for papers: unireps.org/2026/call-fo... 🔵Submit your paper here: openreview.net/group?id=Uni...
unireps.org
Call For Papers | UniReps Workshop
Unifying Representations in Neural Models
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Reposted by UniReps
UniReps @unireps.bsky.social · 25/09/2026
NeurIPS decisions not quite what you hoped for? We look forward to having you at UniReps! December 12th, 2026 in Paris. Submission deadline October 4th AOE. Call for papers: unireps.org/2026/call-fo... Submit here: openreview.net/group?id=Uni...
unireps.org
Call For Papers | UniReps Workshop
Unifying Representations in Neural Models
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UniReps @unireps.bsky.social · 25/09/2026
NeurIPS decisions not quite what you hoped for? We look forward to having you at UniReps! December 12th, 2026 in Paris. Submission deadline October 4th AOE. Call for papers: unireps.org/2026/call-fo... Submit here: openreview.net/group?id=Uni...
unireps.org
Call For Papers | UniReps Workshop
Unifying Representations in Neural Models
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UniReps @unireps.bsky.social · 04/09/2026
📣 Call for Papers: UniReps Workshop in Paris! We invite work exploring why, when, and how distinct learning processes yield similar representations across AI, neuroscience & cognitive science. 📅 Deadline: Oct 4 (AoE) unireps.org/2026/call-fo...
unireps.org
Call For Papers | UniReps Workshop
Unifying Representations in Neural Models
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UniReps @unireps.bsky.social · 14/08/2026
🚀 UniReps 4th Edition is coming! 🌍✨ We’re aiming to host a UniReps satellite event around NeurIPS 2026 in Paris! Join us to connect, collaborate, and shape the future of representation learning. Your voice matters! Let us know which dates work best for you. docs.google.com/forms/d/e/1F...
docs.google.com
Call for Partecipation - UniReps 4th Edition
We’re excited to announce that we’re organizing the 4th edition of UniReps as a satellite event in Paris and would love your help in choosing the best date for the community. Your feedback will ensure...
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UniReps @unireps.bsky.social · 05/08/2026
🎥 The recording of the last ELLISxUniReps Speaker Series session with @meta-vlad.bsky.social and Giulia Lanzillotta is now available here: youtube.com/watch?v=rLti... 🔵🔴
youtube.com
ELLISXUniReps Speaker Series: Razvan Pascanu and Giulia Lanzillotta
YouTube video by Unifying Representations in Neural Models
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UniReps @unireps.bsky.social · 23/07/2026
Join us today at 4 PM CEST!
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UniReps @unireps.bsky.social · 15/07/2026
📢 Join us for the next UniReps x @ellis.eu speaker series event, happening on July 23rd at 4:00 PM CEST with @razvan-pascanu.bsky.social and Giulia Lanzillotta! 🚀🔵🔴
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UniReps @unireps.bsky.social · 01/07/2026
Join us in 1 hour!🚀
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UniReps @unireps.bsky.social · 30/06/2026
Join us tomorrow! 🚀
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UniReps @unireps.bsky.social · 22/06/2026
📢Join us for the next UniReps x @ellis.eu speaker series event, happening on July 1st at 4:00 PM CEST with @paurodriguez.bsky.social, Xavier Suau and Santiago Acevedo! 🚀
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UniReps @unireps.bsky.social · 16/06/2026
Join us tomorrow!
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Reposted by UniReps
ELLIS @ellis.eu · 16/06/2026
🎓 Next ELLIS x @unireps.bsky.social session on June 17: Aditya Grover - "On-Policy Self-Distillation for Large Language Models" Andrei Panferov - "Apertus LLM Family Expansion via Distillation and Quantization" 📅 17 June ⏰ 16:00 CEST 📍 Virtual 🔗 More info: unireps.org/speaker-series
ELLIS x UniReps Speaker Series - next session on 17 June
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UniReps @unireps.bsky.social · 11/06/2026
📢Join us for the next UniReps x @ellis.eu speaker series event, happening on 17 June at 4:00 PM CEST with Aditya Grover and Andrei Panferov!🚀
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UniReps @unireps.bsky.social · 28/04/2026
Join us tomorrow!
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Reposted by UniReps
ELLIS @ellis.eu · 22/04/2026
🎓 Next ELLIS x @unireps.bsky.social session on 'When, How, and Why Do Neural Models Learn Similar Representations?' Speakers: João Sacramento (Google) & Paul Friedrich (University of Zurich) 📅 April 29 ⏰ 16:00 CET 📍 Virtual 🔗 More info: bit.ly/4vLa6rx
ELLIS x UniReps Speaker Series on the phenomenon of representational alignment
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UniReps @unireps.bsky.social · 17/04/2026
📢 Join us for the next UniReps x @ellis.eu speaker series even happening on 29th April at 4:00 PM CET with João Sacramento and Paul Friedrich!👾
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UniReps @unireps.bsky.social · 06/03/2026
🔵🔴You want to see a specific presenter at the ELLIS x UniReps Speaker Series? We hear you! 👀 Fill in this form to nominate keynote speaker candidates: 🔗 forms.gle/rQjkZ1YVWLwj...
forms.gle
Keynote Speaker Nomination | ELLISxUniReps Speaker Series
Hi all! We are collecting nominations for keynote speakers for the ELLISxUniReps Speaker Series! If you know a senior researcher whose work aligns with our community’s focus on representation learnin...
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UniReps @unireps.bsky.social · 26/02/2026
We’re starting in 15 minutes! 🎉
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UniReps @unireps.bsky.social · 25/02/2026
Join us tomorrow on zoom or in person at ETH Zurich!
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Reposted by UniReps
ELLIS @ellis.eu · 19/02/2026
When, how, and why do neural models learn similar representations? 📢 The next ELLIS x @unireps.bsky.social speaker series event is with Antonio Orvieto and Sara Kangaslahti. Don’t miss it! 📍 Virtual 📅 Feb 26 🕓 16:00 CET 🔗 bit.ly/4aED6rr
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UniReps @unireps.bsky.social · 17/02/2026
📢The next UniReps x @ellis.eu speaker series event is happening on 26 February at 4:00 PM CET with Antonio Orvieto and Sara Kangaslahti. Don’t miss it!🚀
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Reposted by UniReps
Noa Garcia @noagarciad.bsky.social · 15/01/2026
That was fun! Thanks for the invitation :-)
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UniReps @unireps.bsky.social · 15/01/2026
Join us in one hour! 📣 @noagarciad.bsky.social @thwiedemer.bsky.social
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UniReps @unireps.bsky.social · 12/01/2026
📢The first UniReps x @ellis.eu speaker series in 2026 is coming! Come join us on 15th January at 1 pm CET with @noagarciad.bsky.social and @thwiedemer.bsky.social !
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UniReps @unireps.bsky.social · 18/12/2025
Starting in 30 minutes! Join us on zoom!
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UniReps @unireps.bsky.social · 17/12/2025
Join us tmr!
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UniReps @unireps.bsky.social · 12/12/2025
📢The UniReps x @ellis.eu speaker series is back! Come join us in our next appointment 18th December 4 pm CET with @meenakshikhosla.bsky.social and Raj Magesh Gauthaman🔵🔴
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UniReps @unireps.bsky.social · 06/12/2025
🔵🔴 We are now at the last invited talk of today! Eva Dyer from the University of Pennsylvania is presenting “Learning Who’s Who in the Brain: Population Context as a Key to Neuronal Identity”
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UniReps @unireps.bsky.social · 06/12/2025
Last talk of the session: “Self-Supervised Learning from Structural Invariance” by Jungyoon Lee
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UniReps @unireps.bsky.social · 06/12/2025
Fourth talk: “Sparse Autoencoder Neural Operators: Model Recovery in Function Spaces” by Bahareh Tolooshams and Ailsa Shen
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UniReps @unireps.bsky.social · 06/12/2025
Third talk: "Weight Weaving: Parameter Pooling for Data-Free Model Merging" by Levy Chaves
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UniReps @unireps.bsky.social · 06/12/2025
Second talk: Shared Parameter Subspaces and Cross-Task Linearity in Emergently Misaligned Behavior by Daniel Aarao Reis Arturi ✨
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UniReps @unireps.bsky.social · 06/12/2025
The second session of contributed talks is kicking off now. First talk coming up: SemCLIP: A Semantic Memory Aligned Vision Language Model by Tanveer Syeda-Mahmood 🚀
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UniReps @unireps.bsky.social · 06/12/2025
We now continue after the break with Randall Balestriero from Brown University, presenting “LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics ” 👏
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UniReps @unireps.bsky.social · 06/12/2025
Up next, our Mentorship Panel featuring @abeirami.bsky.social, @sarahooker.bsky.social, and @meenakshikhosla.bsky.social moderated by @icannistraci.bsky.social. Excited to have such inspiring leaders sharing their perspectives on the current state of the ML peer-review system! 🔍✨
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UniReps @unireps.bsky.social · 06/12/2025
Fifth and final talk of Session 1: "On Defining Neural Averaging" by Su Hyeong Lee 🧠⚡️
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UniReps @unireps.bsky.social · 06/12/2025
Fourth talk: "Superposition disentanglement of neural representations reveals hidden alignment" by André Longon 💡🌟
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UniReps @unireps.bsky.social · 06/12/2025
Third talk: "Universally Converging Representations of Matter Across Scientific Foundation Models" by Sathya Edamadaka and Soojung Yang 📊⚡️
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UniReps @unireps.bsky.social · 06/12/2025
Second talk: "Neuron-Level Linguistic Selectivity in LLMs via Minimal Pairs: A Neuroscience-Inspired Framework" by Linyang He 🧠✨
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UniReps @unireps.bsky.social · 06/12/2025
Session 1 of the Contributed Talks start now! 🚀 First talk: Neural Embedding Alignment Reveals Nonlinear Latent Transformations across Brain Regions by Stephen Keeley
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Reposted by UniReps
Neil Traft @ntraft.bsky.social · 06/12/2025
Did you know that you could create hybrids across different neural net architectures—*without* updating the weights?? Come check out my poster at the UniReps @unireps.bsky.social workshop at 3:45pm today at #NeurIPS! (Or you can already browse the posters on the wall in 20D throughout the day.) 😃
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Reposted by UniReps
Neil Traft @ntraft.bsky.social · 06/12/2025
I thought this was a fascinating way to motivate model merging: to be able to *interpolate* between model classes, rather than be forced into discrete choices. (models trained on different datasets, models of different sizes, etc.) "Interpolation and alignment are two sides of the same coin."
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UniReps @unireps.bsky.social · 06/12/2025
It’s our pleasure to welcome @dmelis.bsky.social from Harvard SEAS to UniReps 2025, presenting “From Discrete to Continuous: Interpolating Models, Datasets, and Representations!” 🔁📊 Join us in Ballroom 20D for more exciting discussions on representational alignment!
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UniReps @unireps.bsky.social · 06/12/2025
We now continue with Prof. Nikolaus Kriegeskorte from Columbia University, presenting "Meaningful and Powerful Model Comparisons"!
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UniReps @unireps.bsky.social · 06/12/2025
We are thrilled to announce our first invited talk this morning, featuring Prof. Rose Yu (@yuqirose.bsky.social) from UC San Diego, presenting “Fantastic Symmetries and Where to Find Them” at the UniReps workshop! 🎤✨
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UniReps @unireps.bsky.social · 06/12/2025
Welcome to UniReps 2025 🔵🔴 Opening remarks by @marcofm.bsky.social We have an exciting day ahead of us - join us at *Ballroom 20d* for amazing talks, posters and discussions on representational alignment!
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UniReps @unireps.bsky.social · 04/12/2025
After a full weekend of NeurIPS workshops, join us Sunday at 5:30pm for the Workshop Wind-Down Happy Hour! Sponsored by New Theory, in partnership with @neurreps.bsky.social, @unireps.bsky.social ! partiful.com/e/lWLf12qszY... Come wrap up the week with us! 🍹✨
partiful.com
RSVP to Workshop Wind-down Happy Hour | Partiful
After a full weekend of workshops, join us to continue the conversations, connect over drinks, and reflect on the week. This isn't a formal affair or a big production. It's a relaxed restaurant and b...
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