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Explainability algorithms such as LIME have enabled machine learning systems to adopt transparency and fairness, which are important qualities in commercial use cases.
Privacy Risks of Explaining Machine Learning Models
Reza Shokri, Martin Strobel, and Yair Zick. 2019 · 1907
Earlier work this paper cites.
Modeling Tabular data using Conditional GAN
Lei Xu, Maria Skoularidou, Alfredo Cuesta-Infante, and Kalyan Veeramachaneni. 2019 · 1907
Earlier work this paper cites.
High Accuracy and High Fidelity Extraction of Neural Networks
Matthew Jagielski, Nicholas Carlini, David Berthelot, Alex Kurakin, and Nicolas Papernot. 2019 · 1909
Earlier work this paper cites.
Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods
Dylan Slack, Sophie Hilgard, Emily Jia, Sameer Singh, and Himabindu Lakkaraju. 2019 · 1911
Cited alongside, same era.
A data-driven software tool for enabling cooperative information sharing among police departments
Michael Redmond and Alok Baveja. 2002 · 2002
Cited alongside, same era.
UCI machine learning repository
Arthur Asuncion and David Newman. 2007 · 2007
Cited alongside, same era.
A Unified Approach to Interpreting Model Predictions
Scott M Lundberg, Paul G Allen, and Su-In Lee. [n.d.]
Cited in the paper.
Comprehensive Privacy Analysis of Deep Learning Passive and Active White-box Inference Attacks against Centralized and Federated Learning
Milad Nasr, Reza Shokri, and Amir Houmansadr. [n.d.]
Cited in the paper.
Anchors: High-Precision Model-Agnostic Explanations
Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin. [n.d.]
Cited in the paper.
How we analyzed the COMPAS recidivism algorithm
Jeff Larson, Surya Mattu, Lauren Kirchner, and Julia Angwin. 2016 · 2016
Later among the works it cites.
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin. 2016 · 2016
Later among the works it cites.
Improved Training of Wasserstein GANs
Ishaan Gulrajani, Faruk Ahmed, Martin Arjovsky, Vincent Dumoulin, and Aaron Courville. 2017 · 2017
Later among the works it cites.
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