Optimization Methods

Universal adversarial perturbations for multiple classification tasks with quantum classifiers

Authors: Yun-Zhong Qiu | Published: 2023-06-21 | Updated: 2023-10-25
Optimization Methods
Computational Efficiency
Quantum Cryptography Technology

Adversarial Training Should Be Cast as a Non-Zero-Sum Game

Authors: Alexander Robey, Fabian Latorre, George J. Pappas, Hamed Hassani, Volkan Cevher | Published: 2023-06-19 | Updated: 2024-03-18
Algorithm
Adversarial Example
Optimization Methods

Differentially Private Over-the-Air Federated Learning Over MIMO Fading Channels

Authors: Hang Liu, Jia Yan, Ying-Jun Angela Zhang | Published: 2023-06-19 | Updated: 2023-12-25
Privacy Technique
Optimization Methods
Federated Learning

(Local) Differential Privacy has NO Disparate Impact on Fairness

Authors: Héber H. Arcolezi, Karima Makhlouf, Catuscia Palamidessi | Published: 2023-04-25 | Updated: 2023-08-01
Privacy Assessment
Fairness evaluation
Optimization Methods

QuMoS: A Framework for Preserving Security of Quantum Machine Learning Model

Authors: Zhepeng Wang, Jinyang Li, Zhirui Hu, Blake Gage, Elizabeth Iwasawa, Weiwen Jiang | Published: 2023-04-23 | Updated: 2023-10-13
Security Analysis
Optimization Methods
Quantization and Privacy

Balancing Privacy and Performance for Private Federated Learning Algorithms

Authors: Xiangjian Hou, Sarit Khirirat, Mohammad Yaqub, Samuel Horvath | Published: 2023-04-11 | Updated: 2023-08-18
Privacy Technique
Poisoning
Optimization Methods

Robust Linear Regression: Gradient-descent, Early-stopping, and Beyond

Authors: Meyer Scetbon, Elvis Dohmatob | Published: 2023-01-31
Convergence Analysis
Optimization Methods
Linear Model

Enhancement attacks in biomedical machine learning

Authors: Matthew Rosenblatt, Javid Dadashkarimi, Dustin Scheinost | Published: 2023-01-05 | Updated: 2023-08-16
Medical Image Analysis
Improvement of Learning
Optimization Methods

Privacy and Efficiency of Communications in Federated Split Learning

Authors: Zongshun Zhang, Andrea Pinto, Valeria Turina, Flavio Esposito, Ibrahim Matta | Published: 2023-01-04 | Updated: 2023-01-07
DNN IP Protection Method
Privacy Enhancing Technology
Optimization Methods

Ranking Differential Privacy

Authors: Shirong Xu, Will Wei Sun, Guang Cheng | Published: 2023-01-02
Privacy Enhancing Technology
Optimization Methods
Statistical Methods