Have it your way: Individualized Privacy Assignment for DP-SGD
Authors: Franziska Boenisch, Christopher Mühl, Adam Dziedzic, Roy Rinberg, Nicolas Papernot | Published: 2023-03-29 | Updated: 2024-01-19
Privacy Protection Method
On the Query Complexity of Training Data Reconstruction in Private Learning
Authors: Prateeti Mukherjee, Satya Lokam | Published: 2023-03-29 | Updated: 2024-01-11
Dissecting Distribution Inference
Authors: Anshuman Suri, Yifu Lu, Yanjin Chen, David Evans | Published: 2022-12-15 | Updated: 2024-04-05
Towards Fleet-wide Sharing of Wind Turbine Condition Information through Privacy-preserving Federated Learning
Authors: Lorin Jenkel, Stefan Jonas, Angela Meyer | Published: 2022-12-07 | Updated: 2023-07-12
StyleGAN as a Utility-Preserving Face De-identification Method
Authors: Seyyed Mohammad Sadegh Moosavi Khorzooghi, Shirin Nilizadeh | Published: 2022-12-05 | Updated: 2023-08-31
HashVFL: Defending Against Data Reconstruction Attacks in Vertical Federated Learning
Authors: Pengyu Qiu, Xuhong Zhang, Shouling Ji, Chong Fu, Xing Yang, Ting Wang | Published: 2022-12-01 | Updated: 2024-01-22
SoK: Secure Human-centered Wireless Sensing
Authors: Wei Sun, Tingjun Chen, Neil Gong | Published: 2022-11-22 | Updated: 2024-03-09
Privacy in Practice: Private COVID-19 Detection in X-Ray Images (Extended Version)
Authors: Lucas Lange, Maja Schneider, Peter Christen, Erhard Rahm | Published: 2022-11-21 | Updated: 2023-04-26
On the Alignment of Group Fairness with Attribute Privacy
Authors: Jan Aalmoes, Vasisht Duddu, Antoine Boutet | Published: 2022-11-18 | Updated: 2024-03-05
Differentially Private Optimizers Can Learn Adversarially Robust Models
Authors: Yuan Zhang, Zhiqi Bu | Published: 2022-11-16 | Updated: 2023-11-21