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

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

🔴🔵 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. Erin Grant presenting ‘’Learning dynamics describe the computational role of (universal) representations’’

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

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! 🎤✨

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

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

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

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

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

🔵🔴🎉 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"

🎉 Good news! The fun doesn’t stop after the first social! Join us for a joint party with Symmetry and Geometry in Neural Representations and NeuroAI Workshop @ NeurIPS2024 . Don’t miss out—scan the QR code to register now! 🚀

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

🚀 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.📋docs.google.com/forms/d/e/1FAI…

⭐️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: logml.ai

We have an excellent opportunity for a tenured, flagship AI professorship at Rheinische Friedrich-Wilhelms-Universität Bonn an Lamarr Institute Application deadline is end of March! uni-bonn.de/en/university/…

📢 We're thrilled to announce that the UniReps workshop will return to NeurIPS Conference 25 for its 3rd edition! 🔵Check our new Call for Papers at: unireps.org/2025/call-for-… 🔴Submit your work (Proceedings or Extended Abstracts) at: openreview.net/group?id=NeurI… See you in San Diego!🌴🇺🇸

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: