Foundations of Machine Learning Systems
Research group at the University of Tübingen focusing on foundational questions in machine learning. Bob Williamson
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Ways of The Scientist -- A lecture/seminar course
This page provides a brief summary of the course Bob will teach in Winter Semester 2024/25 at the University of Tübingen. The course is called Being a Scientist: Making Meaning by Making Science. Some content was previewed in the talk given at the IMPRS-IS bootcamp on 20 September 2024. ( slides) If...
Causal modelling without introducing counterfactuals or abstract distributions
Höltgen, Benedikt, and Robert C. Williamson. 2024. “Causal Modelling Without Introducing Counterfactuals or Abstract Distributions”. ArXiv.
An Axiomatic Approach to Loss Aggregation and an Adapted Aggregating Algorithm
Pacheco, Armando J. Cabrera, Rabanus Derr, and Robert C. Williamson. 2024. “An Axiomatic Approach to Loss Aggregation and an Adapted Aggregating Algorithm”. ArXiv.
Chris Frölich defends his thesis
Chris Frölich became the first PhD graduate of the FMLS group in JUly, successfully defending his wonderful thesis Imprecise Probabilities in Machine Learning: Structure and Semantics
Geometry and Stability of Supervised Learning Problems
Mémoli, Facundo, Brantley Vose, and Robert C. Williamson. 2025. “Geometry and Stability of Supervised Learning Problems”. Journal of Machine Learning Research 26 (221): 1-99.
Assessing AI Fairness in Finance
McCalman, Lachlan, Daniel Steinberg, Grace Abuhamad, Marc-Etienne Brunet, Robert C Williamson, and Richard Zemel. 2022. “Assessing AI Fairness in Finance”. Computer 55 (1): 94-97.
Information Processing Equalities and the Information-Risk Bridge
Williamson, Robert C, and Zac Cranko. 2024. “Information Processing Equalities and the Information-Risk Bridge”. Journal of Machine Learning Research.
The Set Structure of Precision: Coherent Probabilities on Pre-Dynkin-Systems
Derr, Rabanus, and Robert C Williamson. 2023. “The Set Structure of Precision: Coherent Probabilities on Pre-Dynkin-Systems”. ArXiv arXiv:2302.03522.
Data Models With Two Manifestations of Imprecision
Frölich, Christian, and Robert C. Williamson. 2024. “Data Models With Two Manifestations of Imprecision”. ArXiv.