Unlocking the black box: an in-depth review on interpretability, explainability, and reliability in deep learning

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das et al. · 2017 · 21.6K citations

Computing, Computer Science, Computer Vision +16

"Why Should I Trust You?"

Marco Túlio Ribeiro, Sameer Singh, Carlos Guestrin · 2016 · 15.2K citations

Computing, Computer Science, Data Science +11

Learning Deep Features for Discriminative Localization

Bolei Zhou, Aditya Khosla, Àgata Lapedriza et al. · 2016 · 10.8K citations · Full text

Computing, Computer Science, Computer Vision +16

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

Alejandro Barredo Arrieta, Natalia Díaz-Rodríguez, Javier Del Ser et al. · Information Fusion · 2019 · 9K citations · Full text

Computing, Computer Science, Algorithms +10

DeepFool: A Simple and Accurate Method to Fool Deep Neural Networks

Seyed-Mohsen Moosavi-Dezfooli, Alhussein Fawzi, Pascal Frossard · 2016 · 5.3K citations · Full text

Computing, Computer Science, Artificial Intelligence +12