Publications

Michael Lohaus, Matthäus Kleindessner, Krishnaram Kenthapadi, Francesco Locatello, Chris Russell (2022). Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks. In NeurIPS 2022.

Dominik Zietlow, Michael Lohaus, Guha Balakrishnan, Matthäus Kleindessner, Francesco Locatello, Bernhard Schölkopf, Chris Russell (2022). Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers. IN CVPR 2022.

Leena C Vankadara*, Michael Lohaus*, Siavash Haghiri, Faiz Ul Wahab, Ulrike von Luxburg (2021). Insights into Ordinal Embedding Algorithms: A Systematic Evaluation. A Pre-Print.

Michael Lohaus, Michaël Perrot, Ulrike von Luxburg (2020). Too Relaxed to Be Fair. In ICML 2020.

PDF Code Video/Slides

Michael Lohaus, Philipp Hennig, Ulrike von Luxburg (2019). Uncertainty Estimates for Ordinal Embeddings. A Pre-Print.