Unsupervised Detection and Explanation of Latent-class Contextual Anomalies. - Jacob R. Kauffmann; Grégoire Montavon; Luiz Alberto Lima; Shinichi Nakajima; Klaus-Robert Müller; Nico Görnitz (CoRR, 2018)

From Clustering to Cluster Explanations via Neural Networks. - Jacob R. Kauffmann; Malte Esders; Grégoire Montavon; Wojciech Samek; Klaus-Robert Müller (CoRR, 2019)

Explaining the Predictions of Unsupervised Learning Models. - Grégoire Montavon; Jacob R. Kauffmann; Wojciech Samek; Klaus-Robert Müller (xxAI@ICML, 2020)

The Clever Hans Effect in Anomaly Detection. - Jacob R. Kauffmann; Lukas Ruff; Grégoire Montavon; Klaus-Robert Müller (CoRR, 2020)

Towards explaining anomalies: A deep Taylor decomposition of one-class models. - Jacob R. Kauffmann; Klaus-Robert Müller; Grégoire Montavon (Pattern Recognit., 2020)

A Unifying Review of Deep and Shallow Anomaly Detection. - Lukas Ruff; Jacob R. Kauffmann; Robert A. Vandermeulen; Grégoire Montavon; Wojciech Samek; Marius Kloft; Thomas G. Dietterich; Klaus-Robert Müller (Proc. IEEE, 2021)

The Clever Hans Effect in Unsupervised Learning. - Jacob R. Kauffmann; Jonas Dippel; Lukas Ruff; Wojciech Samek; Klaus-Robert Müller; Grégoire Montavon (CoRR, 2024)

XAI for unsupervised learning. - Jacob R. Kauffmann (2024)

From Clustering to Cluster Explanations via Neural Networks. - Jacob R. Kauffmann; Malte Esders; Lukas Ruff; Grégoire Montavon; Wojciech Samek; Klaus-Robert Müller (IEEE Trans. Neural Networks Learn. Syst., 2024)

Explainable AI Reveals Clever Hans Effects in Unsupervised Learning Models: Code. - Jacob R. Kauffmann; Jonas Dippel; Lukas Ruff; Wojciech Samek; Klaus-Robert Müller; Grégoire Montavon (Zenodo, 2024)

Explainable AI reveals Clever Hans effects in unsupervised learning models. - Jacob R. Kauffmann; Jonas Dippel; Lukas Ruff; Wojciech Samek; Klaus-Robert Müller; Grégoire Montavon (Nat. Mac. Intell., 2025)

Wasserstein Distances Made Explainable: Insights into Dataset Shifts and Transport Phenomena. - Philip Naumann; Jacob R. Kauffmann; Grégoire Montavon (CoRR, 2025)

Fast and Accurate Explanations of Distance-Based Classifiers by Uncovering Latent Explanatory Structures. - Florian Bley; Jacob R. Kauffmann; Simon León Krug; Klaus-Robert Müller; Grégoire Montavon (CoRR, 2025)