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Thomas Schnake
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2020 – today
- 2025
- [j2]Thomas Schnake
, Farnoush Rezaei Jafari
, Jonas Lederer
, Ping Xiong
, Shinichi Nakajima
, Stefan Gugler
, Grégoire Montavon, Klaus-Robert Müller
:
Towards symbolic XAI - explanation through human understandable logical relationships between features. Inf. Fusion 118: 102923 (2025) - 2024
- [c5]Julius Hense, Mina Jamshidi Idaji, Oliver Eberle, Thomas Schnake, Jonas Dippel, Laure Ciernik, Oliver Buchstab, Andreas Mock, Frederick Klauschen, Klaus-Robert Müller:
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology. NeurIPS 2024 - [i4]Julius Hense, Mina Jamshidi Idaji, Oliver Eberle, Thomas Schnake, Jonas Dippel, Laure Ciernik
, Oliver Buchstab, Andreas Mock, Frederick Klauschen, Klaus-Robert Müller:
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology. CoRR abs/2406.04280 (2024) - [i3]Thomas Schnake, Farnoush Rezaei Jafari, Jonas Lederer, Ping Xiong, Shinichi Nakajima, Stefan Gugler, Grégoire Montavon, Klaus-Robert Müller:
Towards Symbolic XAI - Explanation Through Human Understandable Logical Relationships Between Features. CoRR abs/2408.17198 (2024) - 2023
- [c4]Ping Xiong, Thomas Schnake, Michael Gastegger, Grégoire Montavon, Klaus-Robert Müller, Shinichi Nakajima:
Relevant Walk Search for Explaining Graph Neural Networks. ICML 2023: 38301-38324 - 2022
- [j1]Thomas Schnake, Oliver Eberle, Jonas Lederer
, Shinichi Nakajima, Kristof T. Schütt
, Klaus-Robert Müller
, Grégoire Montavon
:
Higher-Order Explanations of Graph Neural Networks via Relevant Walks. IEEE Trans. Pattern Anal. Mach. Intell. 44(11): 7581-7596 (2022) - [c3]Ameen Ali, Thomas Schnake, Oliver Eberle, Grégoire Montavon, Klaus-Robert Müller, Lior Wolf:
XAI for Transformers: Better Explanations through Conservative Propagation. ICML 2022: 435-451 - [c2]Ping Xiong, Thomas Schnake, Grégoire Montavon, Klaus-Robert Müller, Shinichi Nakajima:
Efficient Computation of Higher-Order Subgraph Attribution via Message Passing. ICML 2022: 24478-24495 - [i2]Ameen Ali, Thomas Schnake, Oliver Eberle, Grégoire Montavon, Klaus-Robert Müller, Lior Wolf:
XAI for Transformers: Better Explanations through Conservative Propagation. CoRR abs/2202.07304 (2022) - 2020
- [i1]Thomas Schnake, Oliver Eberle, Jonas Lederer, Shinichi Nakajima, Kristof T. Schütt, Klaus-Robert Müller, Grégoire Montavon:
XAI for Graphs: Explaining Graph Neural Network Predictions by Identifying Relevant Walks. CoRR abs/2006.03589 (2020)
2010 – 2019
- 2019
- [c1]Lukas Ruff, Yury Zemlyanskiy, Robert A. Vandermeulen
, Thomas Schnake, Marius Kloft:
Self-Attentive, Multi-Context One-Class Classification for Unsupervised Anomaly Detection on Text. ACL (1) 2019: 4061-4071
Coauthor Index
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