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Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy.

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Toward Explainable Artificial Intelligence for Regression Models: A methodological perspective., , , , , and . IEEE Signal Process. Mag., 39 (4): 40-58 (2022)Algorithmic Differentiation for Automatized Modelling of Machine Learned Force Fields., , and . CoRR, (2022)Efficient Computation of Higher-Order Subgraph Attribution via Message Passing., , , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 24478-24495. PMLR, (2022)XAI for Transformers: Better Explanations through Conservative Propagation., , , , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 435-451. PMLR, (2022)Efficient hierarchical Bayesian inference for spatio-temporal regression models in neuroimaging., , , , , , and . NeurIPS, page 24855-24870. (2021)Explanations can be manipulated and geometry is to blame., , , , , and . NeurIPS, page 13567-13578. (2019)Rotation Invariant Clustering of 3D Cell Nuclei Shapes., , , , and . EMBC, page 6022-6027. IEEE, (2019)Machine Learning for Intrusion Detection., , and . NATO ASI Mining Massive Data Sets for Security, volume 19 of NATO Science for Peace and Security Series - D: Information and Communication Security, page 366-373. IOS Press, (2007)Learning how to explain neural networks: PatternNet and PatternAttribution., , , , , , and . ICLR (Poster), OpenReview.net, (2018)Forecasting Industrial Aging Processes with Machine Learning Methods., , , and . CoRR, (2020)