loss of Interpretability

Interpretable Anomaly Detection in Encrypted Traffic Using SHAP with Machine Learning Models

Authors: Kalindi Singh, Aayush Kashyap, Aswani Kumar Cherukuri | Published: 2025-05-22
Model Inversion
Anomaly Detection Algorithm
loss of Interpretability

Optimal Explanations of Linear Models

Authors: Dimitris Bertsimas, Arthur Delarue, Patrick Jaillet, Sebastien Martin | Published: 2019-07-08
Model Selection
Research Methodology
loss of Interpretability

On the Connection Between Adversarial Robustness and Saliency Map Interpretability

Authors: Christian Etmann, Sebastian Lunz, Peter Maass, Carola-Bibiane Schönlieb | Published: 2019-05-10
Robust Estimation
Adversarial Attack Detection
loss of Interpretability

Detecting Potential Local Adversarial Examples for Human-Interpretable Defense

Authors: Xavier Renard, Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala, Marcin Detyniecki | Published: 2018-09-07
Certified Robustness
Adversarial Transferability
loss of Interpretability