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Posts

How Many Power Iteration Steps do 1-Lipschitz Networks Need?

12 minute read

Published:

Power iteration is a widely used algorithm for constructing 1-Lipschitz layers. In this blog post we explore how many steps are required to obtain reliable guarantees. The takeaway? It’s far more than most papers assume. Power Iteration Convergence

Elegant Configurations in Python

5 minute read

Published:

In my python code I always struggled to define a configuration in a way that is easily readable, easy to understand and allows auto-complete and changes from the command line. This blog post is an attempt to do exactly that.

Are LMMs Robust to Small Image Perturbations?

6 minute read

Published:

In this blog post we investigate whether Large Multimodal Models (LMMs) are robust to small perturbations of input images. We find that this is not the case, we manage to fool Phi-4-multimodal-instruct by small changes to its inputs. LMM Robustness

Hard Mining for Robust Classification

6 minute read

Published:

In this blog post we want to explore whether training mostly on the hardest examples allows us to fit robust networks on CIFAR-10 quicker.

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publications

Intriguing Properties of Robust Classification

Published in CVPR-workshops, 2025

Despite plenty of research in the last 10 years, we have made limited progress towards generating robust machine learning models. Therefore, in this paper we explore the question of whether current datasets are large enough to train robust image classifiers.

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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.