Modified Genetic Algorithm for Feature Selection and Hyper Parameter Optimization: Case of XGBoost in Spam Prediction
Authors: Nazeeh Ghatasheh, Ismail Altaharwa, Khaled Aldebei | Published: 2023-10-30
Computational Efficiency
Robust and Actively Secure Serverless Collaborative Learning
Authors: Olive Franzese, Adam Dziedzic, Christopher A. Choquette-Choo, Mark R. Thomas, Muhammad Ahmad Kaleem, Stephan Rabanser, Congyu Fang, Somesh Jha, Nicolas Papernot, Xiao Wang | Published: 2023-10-25
Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation
Authors: Jiachen T. Wang, Yuqing Zhu, Yu-Xiang Wang, Ruoxi Jia, Prateek Mittal | Published: 2023-08-30 | Updated: 2023-11-26
Machine Learning-Based Intrusion Detection: Feature Selection versus Feature Extraction
Authors: Vu-Duc Ngo, Tuan-Cuong Vuong, Thien Van Luong, Hung Tran | Published: 2023-07-04
Universal adversarial perturbations for multiple classification tasks with quantum classifiers
Authors: Yun-Zhong Qiu | Published: 2023-06-21 | Updated: 2023-10-25
Cyber Key Terrain Identification Using Adjusted PageRank Centrality
Authors: Lukáš Sadlek, Pavel Čeleda | Published: 2023-06-19 | Updated: 2024-04-24
Host-Based Network Intrusion Detection via Feature Flattening and Two-stage Collaborative Classifier
Authors: Zhiyan Chen, Murat Simsek, Burak Kantarci, Mehran Bagheri, Petar Djukic | Published: 2023-06-15
PLAN: Variance-Aware Private Mean Estimation
Authors: Martin Aumüller, Christian Janos Lebeda, Boel Nelson, Rasmus Pagh | Published: 2023-06-14 | Updated: 2024-04-10
Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions
Authors: Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum | Published: 2023-06-14 | Updated: 2024-04-16
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