性能評価

POSSE: Patterns of Systems During Software Encryption

Authors: David Noever, Samantha Miller Noever | Published: 2021-09-24
ソフトウェアセキュリティ
性能評価
機械学習の応用

Interpretability in Safety-Critical FinancialTrading Systems

Authors: Gabriel Deza, Adelin Travers, Colin Rowat, Nicolas Papernot | Published: 2021-09-24
性能評価
機械学習の応用
特徴重要度分析

The More, the Better? A Study on Collaborative Machine Learning for DGA Detection

Authors: Arthur Drichel, Benedikt Holmes, Justus von Brandt, Ulrike Meyer | Published: 2021-09-24
データ生成
性能評価
連合学習

A Novel Open Set Energy-based Flow Classifier for Network Intrusion Detection

Authors: Manuela M. C. Souza, Camila Pontes, Joao Gondim, Luis P. F. Garcia, Luiz DaSilva, Marcelo A. Marotta | Published: 2021-09-23 | Updated: 2022-04-26
アルゴリズム
エネルギー管理
性能評価

Modern Cybersecurity Solution using Supervised Machine Learning

Authors: Mustafa Sakhai, Maciej Wielgosz | Published: 2021-09-15
性能評価
機械学習の応用
異常検出手法

Can one hear the shape of a neural network?: Snooping the GPU via Magnetic Side Channel

Authors: Henrique Teles Maia, Chang Xiao, Dingzeyu Li, Eitan Grinspun, Changxi Zheng | Published: 2021-09-15
GPUの脆弱性
メンバーシップ推論
性能評価

EVAGAN: Evasion Generative Adversarial Network for Low Data Regimes

Authors: Rizwan Hamid Randhawa, Nauman Aslam, Mohammad Alauthman, Husnain Rafiq | Published: 2021-09-14 | Updated: 2022-08-06
データ生成
性能評価
敵対的攻撃

Privacy-Preserving Machine Learning with Fully Homomorphic Encryption for Deep Neural Network

Authors: Joon-Woo Lee, HyungChul Kang, Yongwoo Lee, Woosuk Choi, Jieun Eom, Maxim Deryabin, Eunsang Lee, Junghyun Lee, Donghoon Yoo, Young-Sik Kim, Jong-Seon No | Published: 2021-06-14
差分プライバシー
性能評価
暗号化技術

Adversarial Example Detection for DNN Models: A Review and Experimental Comparison

Authors: Ahmed Aldahdooh, Wassim Hamidouche, Sid Ahmed Fezza, Olivier Deforges | Published: 2021-05-01 | Updated: 2022-01-07
性能評価
攻撃シナリオ分析
敵対的サンプルの検知

Performance Evaluation of Adversarial Attacks: Discrepancies and Solutions

Authors: Jing Wu, Mingyi Zhou, Ce Zhu, Yipeng Liu, Mehrtash Harandi, Li Li | Published: 2021-04-22
性能評価
敵対的サンプルの検知
未ターゲット毒性攻撃