文献データベース

Active Subspace of Neural Networks: Structural Analysis and Universal Attacks

Authors: Chunfeng Cui, Kaiqi Zhang, Talgat Daulbaev, Julia Gusak, Ivan Oseledets, Zheng Zhang | Published: 2019-10-29 | Updated: 2020-04-29
モデル圧縮のリスク
攻撃手法
次元削減手法

Secure Evaluation of Quantized Neural Networks

Authors: Anders Dalskov, Daniel Escudero, Marcel Keller | Published: 2019-10-28 | Updated: 2021-03-01
プロトコル手順
モデルアーキテクチャ
評価手法

Understanding and Quantifying Adversarial Examples Existence in Linear Classification

Authors: Xupeng Shi, A. Adam Ding | Published: 2019-10-27
敵対的サンプル
線形モデル
防御手法の効果分析

Detection of Adversarial Attacks and Characterization of Adversarial Subspace

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-10-26
セキュアロジスティック回帰
攻撃手法
敵対的サンプルの検知

Automatic Driver Identification from In-Vehicle Network Logs

Authors: Mina Remeli, Szilvia Lestyan, Gergely Acs, Gergely Biczok | Published: 2019-10-25
プライバシー侵害
モデル性能評価
車両ネットワークセキュリティ

Label Smoothing and Logit Squeezing: A Replacement for Adversarial Training?

Authors: Ali Shafahi, Amin Ghiasi, Furong Huang, Tom Goldstein | Published: 2019-10-25
ポイズニング
学習の改善
敵対的サンプル

Substra: a framework for privacy-preserving, traceable and collaborative Machine Learning

Authors: Mathieu N Galtier, Camille Marini | Published: 2019-10-25
プライバシー管理
協力体制
評価手法

Neurlux: Dynamic Malware Analysis Without Feature Engineering

Authors: Chani Jindal, Christopher Salls, Hojjat Aghakhani, Keith Long, Christopher Kruegel, Giovanni Vigna | Published: 2019-10-24
モデルアーキテクチャ
動的分析手法
性能評価指標

A Note on Our Submission to Track 4 of iDASH 2019

Authors: Marcel Keller, Ke Sun | Published: 2019-10-24
学習の改善
評価手法
評価指標

Malware Classification using Deep Learning based Feature Extraction and Wrapper based Feature Selection Technique

Authors: Muhammad Furqan Rafique, Muhammad Ali, Aqsa Saeed Qureshi, Asifullah Khan, Anwar Majid Mirza | Published: 2019-10-24 | Updated: 2020-12-26
性能評価
深層学習技術
画像特徴抽出