@article{explainableaimethodsforneuroimagingsyste, title = {Explainable AI Methods for Neuroimaging: Systematic Failures of Common Tools, the Need for Domain-Specific Validation, and a Proposal for Safe Application}, author = {Nys Tjade Siegel and James H. Cole and Mohamad Habes and Stefan Haufe and Kerstin Ritter and Marc-André Schulz}, year = {2025}, eprint = {2508.02560}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.02560}, }