I am an Assistant Professor at the Division of Statistics and Machine Learning at Linköping University, Sweden.
In my research, I am interested in statistical machine learning and especially in efficient representations of data.
Sebastian Mair
Assistant Professor
In my research, I am interested in statistical machine learning, especially in efficient representations of data.
Publications
2026
Multi-depth Concept Extraction for Post-Hoc Vision Encoder Explanation
Machine Learning and Knowledge Discovery in Databases. Research Track.: ECML PKDD 2026, p. 449-467
(Conference paper)
https://dx.doi.org/10.1007/978-3-032-37664-0_26
Position: Stop Preaching and Start Practising Data Frugality for Responsible Development of AI
Proceedings of the 43rd International Conference on Machine Learning, p. 172585-172604
(Conference paper)
A Survey on Archetypal Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence, p. 1-20
(Article, review/survey)
https://dx.doi.org/10.1109/tpami.2026.3740133
How Hyper-Datafication Impacts the Sustainability Costs in Frontier AI
Proceedings of the 2026 ACM Conference on Fairness, Accountability, and Transparency, p. 441-466
(Conference paper)
https://dx.doi.org/10.1145/3805689.3812393
Assessing the Fragility of SHAP-Based Model Explanations Using Counterfactuals
Proceedings of Machine Learning Research: Proceedings of the 7th Northern Lights Deep Learning Conference (NLDL), p. 211-234
(Conference paper)
