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:

📢 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: https://t.co/i0lGs0DQXm 🔴Submit your work (Proceedings or Extended Abstracts) at: https://t.co/9fZzZvgi9M See you in San Diego!🌴🇺🇸

We have an excellent opportunity for a tenured, flagship AI professorship at @UniBonn an @LamarrInstitute Application deadline is end of March! https://t.co/6H3qaDWBvC

⭐️Mentor applications open⭐️ We're excited to announce that LOGML summer school will return in London: July 7-11 2025. We are seeking mentors to lead group projects at the intersection of geometry and machine learning. Find out more and apply: https://t.co/XQJkjIJpeM

🚀 Did you attend the 2nd UniReps workshop on Unifying Representations in Neural Models? We’d love your feedback! Take 2 minutes to fill out our form & help shape future workshops in ML, Neuroscience, & Cognitive Science.📋 https://t.co/cKEPaaQYAd

We had an amazing poster session! Congratulations again to all the authors🎉🎉

🎉 Good news! The fun doesn’t stop after the first social! Join us for a joint party with @neur_reps and @NeuroAI_NeurIPS . Don’t miss out—scan the QR code to register now! 🚀

🔵🔴🎉 Stefanie Jegelka from MIT is the last speaker of our UniReps workshop, talking about "Parameter Symmetries in Neural Networks: what they affect and what to do with them"

Welcome back! 🥳 Starting off after lunch is Marco Cuturi, talking about "On Using Optimal Transport Distances to Regularize Representation Learning". 🔵🔴

🔵🔴Excited to hear from @NeelNanda5 on "Open Problems in Universality: A mechanistic interpretability perspective" 👏

It's happening 😱 Come at West Exhibition Hall C at 15.45 to see all the awesome posters at @unireps 😎

We are now starting the panel discussion with Matthew Leavitt, Erin Grant and Alex Williams, moderated by @ClementineDomi6 😍 What an amazing panel to share perspectives of unifying representations 🔵🔴

Next up: Best Extended Abstract Award Oral Presentation! 🎉 @sparse_emcheng presents “Evidence from fMRI Supports a Two-Phase Abstraction Process in Language Models”. 🧠✨

We continue our workshop with the first contributed talk by @SarahLizHarvey on “What Representational Similarity Measures Imply about Decodable Information”

For our last invited talk this morning, we are thrilled to hear @phillip_isola from MIT present ‘The Platonic Representation Hypothesis’ at the UniReps workshop! 🎤✨

🔴🔵 Attention! 🔵🔴 The room for UniReps on the conference center screens is wrong! We are in **West** Exhibition Hall C, talks are starting now!

Welcome to UniReps 2024 🔵🔴 Opening remarks by @marco_fumero. We have an exciting day a head of us - join us at **West Hall C** for amazing talks, posters and discussions on repsenrational alignment!

We have now Dr. @ermgrant presenting ‘’Learning dynamics describe the computational role of (universal) representations’’

We are now continuing with the talk by Prof. @s_y_chung on “Computing with Neural Manifolds: Multi-level theory of neural representations in biological and artificial neural networks”

🔵🔴The workshop is starting soon! Come join us in West building Exhibition Hall C B3 at 8:15 AM!