Computational Efficiency

Adversarial Genetic Programming for Cyber Security: A Rising Application Domain Where GP Matters

Authors: Una-May O'Reilly, Jamal Toutouh, Marcos Pertierra, Daniel Prado Sanchez, Dennis Garcia, Anthony Erb Luogo, Jonathan Kelly, Erik Hemberg | Published: 2020-04-07
Competitive Cooperative Systems
Computational Efficiency
Defense Method

Differentially Private Naive Bayes Classifier using Smooth Sensitivity

Authors: Farzad Zafarani, Chris Clifton | Published: 2020-03-31 | Updated: 2021-07-19
Privacy Protection Method
Machine Learning Application
Computational Efficiency

Towards Query-Efficient Black-Box Adversary with Zeroth-Order Natural Gradient Descent

Authors: Pu Zhao, Pin-Yu Chen, Siyue Wang, Xue Lin | Published: 2020-02-18
Factors of Performance Degradation
Adversarial Attack Detection
Computational Efficiency

On the Matrix-Free Generation of Adversarial Perturbations for Black-Box Attacks

Authors: Hisaichi Shibata, Shouhei Hanaoka, Yukihiro Nomura, Naoto Hayashi, Osamu Abe | Published: 2020-02-18
Adversarial Example
Adversarial Attack Detection
Computational Efficiency

Byzantine-Resilient Stochastic Gradient Descent for Distributed Learning: A Lipschitz-Inspired Coordinate-wise Median Approach

Authors: Haibo Yang, Xin Zhang, Minghong Fang, Jia Liu | Published: 2019-09-10
Byzantine Attack Countermeasures
Convergence Guarantee
Computational Efficiency

SHE: A Fast and Accurate Deep Neural Network for Encrypted Data

Authors: Qian Lou, Lei Jiang | Published: 2019-06-01 | Updated: 2019-11-16
Dataset Analysis
Deep Learning Technology
Computational Efficiency