When Differential Privacy Meets Interpretability: A Case Study

When Differential Privacy Meets Interpretability: A Case Study

24 June 2021

Rakshit Naidu

Sasikanth Kotti

Fatemehsadat Mireshghallah

Papers citing "When Differential Privacy Meets Interpretability: A Case Study"

6 / 6 papers shown

Title
Differential Privacy for Anomaly Detection: Analyzing the Trade-off Between Privacy and Explainability Fatima Ezzeddine Mirna Saad Omran Ayoub Davide Andreoletti M. Gjoreski Ihab Sbeity Marc Langheinrich Silvia Giordano 16 2 0 09 Apr 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures Thanh Tam Nguyen T. T. Huynh Zhao Ren Thanh Toan Nguyen Phi Le Nguyen Hongzhi Yin Quoc Viet Hung Nguyen 65 8 0 31 Mar 2024
SoK: Taming the Triangle -- On the Interplays between Fairness, Interpretability and Privacy in Machine Learning Julien Ferry Ulrich Aivodji Sébastien Gambs Marie-José Huguet Mohamed Siala FaML 26 5 0 22 Dec 2023
Differential Privacy, Linguistic Fairness, and Training Data Influence: Impossibility and Possibility Theorems for Multilingual Language Models Phillip Rust Anders Søgaard 27 3 0 17 Aug 2023
Tensions Between the Proxies of Human Values in AI Teresa Datta D. Nissani Max Cembalest Akash Khanna Haley Massa John P. Dickerson 34 2 0 14 Dec 2022
Privacy Meets Explainability: A Comprehensive Impact Benchmark S. Saifullah Dominique Mercier Adriano Lucieri Andreas Dengel Sheraz Ahmed 27 14 0 08 Nov 2022