Optimization Methods

Stochastic Coded Federated Learning: Theoretical Analysis and Incentive Mechanism Design

Authors: Yuchang Sun, Jiawei Shao, Yuyi Mao, Songze Li, Jun Zhang | Published: 2022-11-08 | Updated: 2023-11-18
Privacy Protection Method
Improvement of Learning
Optimization Methods

Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design

Authors: Chuan Guo, Kamalika Chaudhuri, Pierre Stock, Mike Rabbat | Published: 2022-11-08 | Updated: 2023-08-10
Privacy Protection Method
Optimization Methods
Computational Efficiency

Revisiting Hyperparameter Tuning with Differential Privacy

Authors: Youlong Ding, Xueyang Wu | Published: 2022-11-03 | Updated: 2023-01-31
Hyperparameter Tuning
Privacy Protection Method
Optimization Methods

FedMint: Intelligent Bilateral Client Selection in Federated Learning with Newcomer IoT Devices

Authors: Osama Wehbi, Sarhad Arisdakessian, Omar Abdel Wahab, Hadi Otrok, Safa Otoum, Azzam Mourad, Mohsen Guizani | Published: 2022-10-31
Client Contribution Assessment
Model Design and Accuracy
Optimization Methods

Review on Classification Techniques used in Biophysiological Stress Monitoring

Authors: Talha Iqbal, Adnan Elahi, Atif Shahzad, William Wijns | Published: 2022-10-28
Stress Management
Model Design and Accuracy
Optimization Methods

Isometric 3D Adversarial Examples in the Physical World

Authors: Yibo Miao, Yinpeng Dong, Jun Zhu, Xiao-Shan Gao | Published: 2022-10-27
Adversarial Training
Optimization Methods
Generative Adversarial Network

The Inconvenient Truths of Ground Truth for Binary Analysis

Authors: Jim Alves-Foss, Varsah Venugopal | Published: 2022-10-26
Program Analysis
Optimization Methods
Function Definition

A Black-Box Attack on Optical Character Recognition Systems

Authors: Samet Bayram, Kenneth Barner | Published: 2022-08-30
Adversarial Example
Adversarial attack
Optimization Methods

Node Copying: A Random Graph Model for Effective Graph Sampling

Authors: Florence Regol, Soumyasundar Pal, Jianing Sun, Yingxue Zhang, Yanhui Geng, Mark Coates | Published: 2022-08-04
Class Mapping Method
Data Generation
Optimization Methods

Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility

Authors: Behrooz Razeghi, Flavio P. Calmon, Deniz Gunduz, Slava Voloshynovskiy | Published: 2022-07-11
Algorithm Design
Information-Theoretic Privacy
Optimization Methods