Jacob R. Kauffmann

14 papers Journal 12Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
Explainable AI reveals Clever Hans effects in unsupervised learning models.
Nat. Mac. Intell.
Jacob R. Kauffmann, Jonas Dippel, Lukas Ruff, Wojciech Samek, Klaus-Robert Müller, Grégoire Montavon
2025 J jnl
Fast and Accurate Explanations of Distance-Based Classifiers by Uncovering Latent Explanatory Structures.
CoRR
Florian Bley, Jacob R. Kauffmann, Simon León Krug, Klaus-Robert Müller, Grégoire Montavon
2025 J jnl
Wasserstein Distances Made Explainable: Insights into Dataset Shifts and Transport Phenomena.
CoRR
Philip Naumann, Jacob R. Kauffmann, Grégoire Montavon
2024 J jnl
From Clustering to Cluster Explanations via Neural Networks.
IEEE Trans. Neural Networks Learn. Syst.
Jacob R. Kauffmann, Malte Esders, Lukas Ruff, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller
2024 J jnl
The Clever Hans Effect in Unsupervised Learning.
CoRR
Jacob R. Kauffmann, Jonas Dippel, Lukas Ruff, Wojciech Samek, Klaus-Robert Müller, Grégoire Montavon
2024 — —
XAI for unsupervised learning.
Jacob R. Kauffmann
2021 J jnl
A Unifying Review of Deep and Shallow Anomaly Detection.
Proc. IEEE
Lukas Ruff, Jacob R. Kauffmann, Robert A. Vandermeulen, Grégoire Montavon, Wojciech Samek, Marius Kloft, Thomas G. Dietterich, Klaus-Robert Müller
2020 J jnl
A Unifying Review of Deep and Shallow Anomaly Detection.
CoRR
Lukas Ruff, Jacob R. Kauffmann, Robert A. Vandermeulen, Grégoire Montavon, Wojciech Samek, Marius Kloft, Thomas G. Dietterich, Klaus-Robert Müller
2020 — conf
Explaining the Predictions of Unsupervised Learning Models.
xxAI@ICML
Grégoire Montavon, Jacob R. Kauffmann, Wojciech Samek, Klaus-Robert Müller
2020 J jnl
The Clever Hans Effect in Anomaly Detection.
CoRR
Jacob R. Kauffmann, Lukas Ruff, Grégoire Montavon, Klaus-Robert Müller
2020 J jnl
Towards explaining anomalies: A deep Taylor decomposition of one-class models.
Pattern Recognit.
Jacob R. Kauffmann, Klaus-Robert Müller, Grégoire Montavon
2019 J jnl
From Clustering to Cluster Explanations via Neural Networks.
CoRR
Jacob R. Kauffmann, Malte Esders, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller
2018 J jnl
Towards Explaining Anomalies: A Deep Taylor Decomposition of One-Class Models.
CoRR
Jacob R. Kauffmann, Klaus-Robert Müller, Grégoire Montavon
2018 J jnl
Unsupervised Detection and Explanation of Latent-class Contextual Anomalies.
CoRR
Jacob R. Kauffmann, Grégoire Montavon, Luiz Alberto Lima, Shinichi Nakajima, Klaus-Robert Müller, Nico Görnitz