Interpretable On-the-Fly Repair of Deep Neural Classifiers

Author:

Mohasel Arjomandi Hossein1,Jabbarvand Reyhaneh2

Affiliation:

1. University of Illinois at Urbana-Champaign, Urbana, USA

2. University of Illinois at Urbana-Champaign, Chicago, USA

Publisher

ACM

Reference14 articles.

1. Elnaz Barshan , Marc-Etienne Brunet , and Gintare Karolina Dziugaite . 2020 . Relatif: Identifying explanatory training samples via relative influence . In International Conference on Artificial Intelligence and Statistics. PMLR , 1899-1909. Elnaz Barshan, Marc-Etienne Brunet, and Gintare Karolina Dziugaite. 2020. Relatif: Identifying explanatory training samples via relative influence. In International Conference on Artificial Intelligence and Statistics. PMLR, 1899-1909.

2. Uncertainty-aware Prediction Validator in Deep Learning Models for Cyber-physical System Data

3. Jakob Gawlikowski , Cedrique Rovile Njieutcheu Tassi , Mohsin Ali, Jongseok Lee, Matthias Humt, Jianxiang Feng, Anna Kruspe, Rudolph Triebel, Peter Jung, Ribana Roscher, et al. 2023 . A survey of uncertainty in deep neural networks. Artificial Intelligence Review ( 2023 ), 1-77. Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali, Jongseok Lee, Matthias Humt, Jianxiang Feng, Anna Kruspe, Rudolph Triebel, Peter Jung, Ribana Roscher, et al. 2023. A survey of uncertainty in deep neural networks. Artificial Intelligence Review ( 2023 ), 1-77.

4. Pang Wei Koh and Percy Liang . 2017 . Understanding black-box predictions via influence functions . In International conference on machine learning. PMLR. Pang Wei Koh and Percy Liang. 2017. Understanding black-box predictions via influence functions. In International conference on machine learning. PMLR.

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