次元削減手法

DefensiveDR: Defending against Adversarial Patches using Dimensionality Reduction

Authors: Nandish Chattopadhyay, Amira Guesmi, Muhammad Abdullah Hanif, Bassem Ouni, Muhammad Shafique | Published: 2023-11-20
敵対的攻撃
機械学習手法
次元削減手法

Instability of computer vision models is a necessary result of the task itself

Authors: Oliver Turnbull, George Cevora | Published: 2023-10-26
ロバスト性に関する評価
敵対的サンプル
次元削減手法

Byzantine-Resilient Federated PCA and Low Rank Column-wise Sensing

Authors: Ankit Pratap Singh, Namrata Vaswani | Published: 2023-09-25 | Updated: 2024-08-09
ポイズニング
次元削減手法
連合学習

Simple and Efficient Hard Label Black-box Adversarial Attacks in Low Query Budget Regimes

Authors: Satya Narayan Shukla, Anit Kumar Sahu, Devin Willmott, J. Zico Kolter | Published: 2020-07-13 | Updated: 2021-06-11
攻撃手法
次元削減手法
深層学習

QEBA: Query-Efficient Boundary-Based Blackbox Attack

Authors: Huichen Li, Xiaojun Xu, Xiaolu Zhang, Shuang Yang, Bo Li | Published: 2020-05-28
敵対的攻撃手法
機械学習のプライバシー保護
次元削減手法

Privacy-Preserving Machine Learning Using EtC Images

Authors: Ayana Kawamura, Yuma Kinoshita, Hitoshi Kiya | Published: 2019-11-01
プライバシー管理
次元削減手法
知的財産保護

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

Locally Differentially Private Naive Bayes Classification

Authors: Emre Yilmaz, Mohammad Al-Rubaie, J. Morris Chang | Published: 2019-05-03
プライバシー手法
機械学習
次元削減手法

Privacy Preserving Machine Learning: Threats and Solutions

Authors: Mohammad Al-Rubaie, J. Morris Chang | Published: 2018-03-27
プライバシー保護技術
次元削減手法