| Oct 14, 2025 | On December 2nd, I’ll be at the ELLIS UnConference presenting at the Poster Session our paper On convex decision regions in deep network representations. It would be great to see you there and get a chance to talk in person. Get more info and register to attend at https://eurips.cc/ellis. |
| Oct 09, 2025 | Our paper Challenges in explaining deep learning models for data with biological variation got published in PLOS One. The paper was created in collaboration with FOSS Analytical A/S and explores applying post-hoc explainability methods on biological data (specifically, images of grains), presents rarely discussed challenges and offers a framework for evaluation of the methods. |
| Sep 18, 2025 | New preprint: Large Vision Models Can Solve Mental Rotation Problems! We systematically evaluate ViT, CLIP, DINOv2, and DINOv3 on layer-wise mental-rotation tasks and find that self-supervised ViTs capture geometry better than supervised ones, intermediate layers outperform final layers, and difficulty increases with rotation/occlusion—mirroring human reaction-time patterns. |
| Aug 27, 2025 | The D3A conference was eventful! Our workshop Latent space navigation - interpretation, probing and steering was a big success. Slides as well as hands-on Jupyter notebooks are available on GitHub! Moreover, our poster about the paper From Colors to Classes: Emergence of Concepts in Vision Transformers won one of the best poster awards! |
| Jul 02, 2025 | After years of work, it’s finally out: our paper On convex decision regions in deep network representations got published in Nature Communications! . See the recording of the talk about the paper I gave at ELLIS UniReps Speaker Series two weeks ago. We also have a Python package for evaluating convexity. |
| Jun 25, 2025 | I was invited to give a talk at the Workshop on Self-Supervised Learning for Signal Decoding on August 14–15 in Aalborg (Denmark), organized by The Pioneer Centre for Artificial Intelligence. I will talk about our paper On convex decision regions in deep network representations. |
| Jun 04, 2025 | I am delighted to give a flash talk at ELLIS UniReps Speaker Series on 20 June 2025. I will talk about our paper On convex decision regions in deep network representations. Update: The recording of the talk is available. See also the journal version of the paper. |
| Apr 22, 2025 | Our parallel session Latent space navigation - interpretation, probing and steering was accepted to the D3A conference. See you on August 26-27, 2025! |
| Apr 04, 2025 | Our paper Knowledge Graphs for Empirical Concept Retrieval (originally presented at The 2nd World Conference on eXplainable Artificial Intelligence (XAI-2024)) was accepted for presentation at the 1st International Workshop on eXplainable AI and Knowledge Graphs at ESWC 2025. |
| Mar 24, 2025 | Our paper From Colors to Classes: Emergence of Concepts in Vision Transformers was accepted to The 3rd World Conference on eXplainable Artificial Intelligence (XAI-2025). |