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Since my undergraduate studies in cognitive science, I have been interested in interdisciplinary research approaches. I started my PhD with Bob in November, 2021. I'm interested in a generalization of classical probability theory known as imprecise probability where one works with sets of...

I am currently focusing on learning theory in a broader sense. I am particularly interested in how different machine learning problems are interconnected and characterized. Lately, reasoning about supervised learning and data corruption led to a project about Markovian corruption and its associated...

machine learning processes information, but what do we mean by 'information"? One view comes from Information Theory, which was originally developed motivated by problems of communication. But learning problems are different, aren't they? This project explores the notion of information that makes...

Below is a list of possible thesis projects within the FMLS group. These should be considered starting points only. An essential part of doing a thesis is the formulation and refinement of the problem itself. Bachelor/Master (strong focus on Math): What does predictor learn when doing ``robust...

Maria-von-Linden Strasse 1 Tübingen, 72076 Germany email

I am a mathematician with research experience in differential geometry, geometric analysis, and mathematical relativity. The main goal of my current research is to better understand several key objects in machine learning from a rigorous mathematical point of view. I am convinced that analyzing...

Hi there, I’m Ben! B y asking foundational questions about machine learning and its use, I hope to help shaping the development and deployment of 'artificial intelligence' in a way that is beneficial and not harmful to society. Recently, I have been thinking especially about the interpretation and...

Welcome to my webpage! Since November 2021, I have been a PhD student at the Foundations of Machine Learning group. Previously, I worked as a research intern at the Max Planck Institute for Intelligent Systems with Dr. Caterina De Bacco, applying statistical physics to network science problems. I...