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Thomas Schnake, Farnoush Rezaei Jafaria, Jonas Lederer, Ping Xiong, Shinichi Nakajima, Stefan Gugler, Grégoire Montavon, Klaus-Robert Müller

Towards Symbolic XAI -- Explanation Through Human Understandable Logical Relationships Between Features

January 20, 2025
https://doi.org/10.1016/j.inffus.2024.102923

Thomas S. Binns, Richard M. Köhler, Jojo Vanhoecke, Meera Chikermane, Moritz Gerster, Timon Merk, Franziska Pellegrini, Johannes L. Busch, Jeroen G.V. Habets, Alessia Cavallo et al.

Shared pathway-specific network mechanisms of dopamine and deep brain stimulation for the treatment of Parkinson’s disease

January 13, 2025
https://www.biorxiv.org/content/10.1101/2024.04.14.586969v3

Maximilian Alber, Stephan Tietz, Jonas Dippel, Timo Milbich, Timothée Lesort, Panos Korfiatis, Moritz Krügener, Beatriz Perez Cancer, Neelay Shah, Alexander Möllers et al.

Atlas: A Novel Pathology Foundation Model by Mayo Clinic, Charité, and Aignostics

January 10, 2025
https://doi.org/10.48550/arXiv.2501.05409

Maximilian Dreyer, Jim Berend, Tobias Labarta, Johanna Vielhaben, Thomas Wiegand, Sebastian Lapuschkin, Wojciech Samek

Mechanistic understanding and validation of large AI models with SemanticLens

January 09, 2025
https://doi.org/10.48550/arXiv.2501.05398

Qianli Wang, Nils Feldhus, Simon Ostermann, Luis Felipe Villa-Arenas, Sebastian Möller, Vera Schmitt

FITCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation

January 02, 2025
https://arxiv.org/abs/2501.00777