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Post-hoc explanations are useful in many circumstances, but can they also help us to regulate machine learning systems? We ask this question in the context of the EU Artificial Intelligence Act. #AIAct

My "Kinderuni" lecture goes online: Why is AI not always fair? Waiting for lots of kids to watch and ask live questions afterwards (in german). Live streaming this thursday at 17:00 (and then, forever on youtube). kinder-uni.online

I am looking for a postdoc, to work on the theory of explainable machine learning. More details: tml.cs.uni-tuebingen.de/jobs/2022_phd_…

Our Exhibition about AI in Stadtmuseum Tübingen opens this friday! Created jointly by 30 master students of anthropology and machine learning Universität Tübingen, over the course of more than a year.

Our exhibition #cyberandthecity @stadtmuseumTue opened with 500 visitors! Come have a look if you are in Tue, it runs till october.

You want to understand which explanations SHAP produces for arbitrary functions? Or how to construct increasingly complex SHAP explanations for increasingly complex function classes? Read the answer in our #aistats23 paper with @s_bordt! arxiv.org/abs/2209.04012

ChatGPT passed our algorithms exam for BSc computer science students (without prompt engineering, in a blind grading setup). GPT-4 is even better. Neat idea and implementation by @s_bordt arxiv.org/abs/2303.09461

Three of our PhD students @solveigKlepper @janlause, Matthias Karlbauer, explaining to and discussing with journalists and the general public about "AI and sustainability", over course of the next months! (in german) te.ma/chn/ki-nachhal…

"Pitfalls of Climate Network Construction: A Statistical Perspective". With Moritz H and Bedartha Goswami, we show that many observations in climate networks might be spurious artifacts. And I am sure the same would hold for brain networks. doi.org/10.1175/JCLI-D…

Our AI exhibition in Stadtmuseum Tübingen got extended until January! Also check out our blog about the process of designing it. tuebingen-ai-exhibition.com machinelearningforscience.de/en/how-to-put-…

Our AI exhibition at Stadtmuseum Tübingen got extended until January. If you are in Tübingen come visit, or check out the trailer in the blog: machinelearningforscience.de/en/how-to-put-…

Looking for independent research group leaders at our new institue for AI and Law in Tübingen: ailawinstitute.de If you are a postdoc in law or AI, ready to establish your own research group, do apply! Deadline: Oct 15.

📷 Benign overfitting even works in small, fixed dimension! Not with ReLu activation function or smooth kernels, but with extra-spiky variants. #neurips2023 paper with Moritz H, David Holzmüller, Ingo Steinwart: arxiv.org/abs/2305.14077

I am looking for a PhD student in explainable machine learning. You need strong mathematical skills (the goal is to formulate theorems and prove them) and an open mind when it comes to talking to applied ML, social science, ethics or law. tinyurl.com/4ptp5amd

Blog post summarizing Ulrike Luxburg's not-so-optimistic take on XAI at NeurIPS: we can make guarantees about conventional use of methods like SHAP only in simple settings where we don't really need explanation statmodeling.stat.columbia.edu/2023/12/19/exp…

University of Tübingen is hiring ML professors on all levels, deadline is Jan 15. And we would love to increase the diversity of our team! Do apply!

Der #AIAct ist nicht perfekt, aber eine Zukunft ohne KI Regulierung wäre ein Disaster! Der AI Act muss JETZT verabschiedet werden! Er wird nie perfekt sein, dazu ist die Entwicklung in KI zu schnell. Bitte dafür stimmen! Volker Wissing Marco Buschmann Wirtschaftsminister Parody Robert Habeck Petra Olschowski

My postdoc @s_bordt started a blog - have fun reading his first post on LLMs and interpretability!

Women in machine learning in Tübingen, come join us on march 8!

Our exhibition about AI in Tübingen receives the Communicator Award! Thanks to Wiebke Ratzeburg and Guido Szymanska Stadtmuseum Tübingen and to all the students who put so much effort in conceptualizing and creating the exhibition!