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cs.LG2022
Estimating the Adversarial Robustness of Attributions in Text with Transformers
Adam Ivankay, Mattia Rigotti, Ivan Girardi +2
Explanations are crucial parts of deep neural network (DNN) classifiers. In high stakes applications, faithful and robust explanations are important to understand and gain trust in…
cs.LG2022★ 5 cited
Fooling Explanations in Text Classifiers
Adam Ivankay, Ivan Girardi, Chiara Marchiori +1
State-of-the-art text classification models are becoming increasingly reliant on deep neural networks (DNNs). Due to their black-box nature, faithful and robust explanation methods…