On Dec 2, I’ll present our Nature Communications paper “On convex decision regions in deep network representations” at the #ELLIS UnConference co-located with #EurIPS. We show that human & machine learning may share the same geometry — convexity. 👉 eurips.cc/ellis @ellis.eu @euripsconf.bsky.social
Lenka Tětková
@lenkatetkova.bsky.social
Postdoc at Technical University of Denmark working on ExplainableAI.
Large Vision Models Can Solve Mental Rotation Problems Sebastian Ray Mason, Anders Gjølbye, Phillip Chavarria Højbjerg, Lenka Tětková, Lars Kai Hansen tl;dr: DINOv3,CLIP know 3D geometry, but only in middle layers. MAE bad, ImageNet bad, cls token bad. arxiv.org/abs/2509.15271
New work on how human brains and AI systems organize knowledge is out in Nature Communications www.nature.com/articles/s41... Great work, @lenkatetkova.bsky.social and team!
On convex decision regions in deep network representations - Nature Communications
Understanding how machine learning models form internal representations remains a fundamental challenge. Here, the authors explore the geometric property of convexity in latent spaces as a lens to bet...
nature.com
🧠 New paper alert! Our study in Nature Communications shows that both human & machine learning may rely on the same geometry: convexity. It could be a key to shared concept formation. 👉 www.nature.com/articles/s41... #AI #CognitiveScience #Explainability
nature.com
🎥 The recording of the 2nd ELLISxUniReps Speaker Series session with @mtoneva.bsky.social and @lenkatetkova.bsky.social is now available at: youtu.be/qXBT_-w3Mfs
ELLISxUniReps Second Session (June 20th 2025) - with Mariya Toneva and Lenka Tětková
YouTube video by Unifying Representations in Neural Models
youtu.be
🎉 Get ready for our second @ellis.eu × UniReps Speaker Series session! 🔥 🗓️ When: June 20, 2025 – 16:00 CET 📍 Where: ethz.zoom.us/j/66426188160 🎙️ Speakers: Keynote by @mtoneva.bsky.social & Flash Talk by @lenkatetkova.bsky.social 👉 Join our Google group: groups.google.com/u/2/g/ellis-...
🎉 Get ready for our second @ellis.eu × UniReps Speaker Series session! 🔥 🗓️ When: June 20, 2025 – 16:00 CET 📍 Where: ethz.zoom.us/j/66426188160 🎙️ Speakers: Keynote by @mtoneva.bsky.social & Flash Talk by @lenkatetkova.bsky.social 👉 Join our Google group: groups.google.com/u/2/g/ellis-...
We are thrilled to welcome an incredible lineup of invited speakers to the 4th Explainable AI for Computer Vision (XAI4CV) Workshop, held as part of #CVPR2025 — which kicks off next week, from Wednesday, June 11th to Sunday, June 15th in Nashville, TN!