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Higher-Order Explanations of Graph Neural Networks via Relevant Walks.

, , , , , , and . IEEE Trans. Pattern Anal. Mach. Intell., 44 (11): 7581-7596 (2022)

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Explainable structured machine learning: insights into similarity, graph and transformer models.. Technical University of Berlin, Germany, (2022)Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze?, , , and . ACL (1), page 4295-4309. Association for Computational Linguistics, (2022)Rather a Nurse than a Physician - Contrastive Explanations under Investigation., , , and . EMNLP, page 6907-6920. Association for Computational Linguistics, (2023)Building and Interpreting Deep Similarity Models., , , , , and . CoRR, (2020)An Ever-Expanding Humanities Knowledge Graph: The Sphaera Corpus at the Intersection of Humanities, Data Management, and Machine Learning., , , , , , , , , and 1 other author(s). Datenbank-Spektrum, 22 (2): 153-162 (2022)XAI for Transformers: Better Explanations through Conservative Propagation., , , , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 435-451. PMLR, (2022)Insightful analysis of historical sources at scales beyond human capabilities using unsupervised Machine Learning and XAI., , , , , and . CoRR, (2023)Evaluating Webcam-based Gaze Data as an Alternative for Human Rationale Annotations., , , , and . CoRR, (2024)Higher-Order Explanations of Graph Neural Networks via Relevant Walks., , , , , , and . IEEE Trans. Pattern Anal. Mach. Intell., 44 (11): 7581-7596 (2022)Building and Interpreting Deep Similarity Models., , , , , and . IEEE Trans. Pattern Anal. Mach. Intell., 44 (3): 1149-1161 (2022)