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cs.LG2023
Uncovering Unique Concept Vectors through Latent Space Decomposition
Mara Graziani, Laura O' Mahony, An-Phi Nguyen +2
Interpreting the inner workings of deep learning models is crucial for establishing trust and ensuring model safety. Concept-based explanations have emerged as a superior approach…
cs.LG2019
Regression Concept Vectors for Bidirectional Explanations in Histopathology
Mara Graziani, Vincent Andrearczyk, Henning Müller
Explanations for deep neural network predictions in terms of domain-related concepts can be valuable in medical applications, where justifications are important for confidence in t…