防御メカニズム

Defend Data Poisoning Attacks on Voice Authentication

Authors: Ke Li, Cameron Baird, Dan Lin | Published: 2022-09-09 | Updated: 2023-07-07
モデル設計
敵対的攻撃検出
防御メカニズム

Understanding Training-Data Leakage from Gradients in Neural Networks for Image Classification

Authors: Cangxiong Chen, Neill D. F. Campbell | Published: 2021-11-19
トレーニングデータ抽出手法
再構成攻撃
防御メカニズム

A Review of Adversarial Attack and Defense for Classification Methods

Authors: Yao Li, Minhao Cheng, Cho-Jui Hsieh, Thomas C. M. Lee | Published: 2021-11-18
敵対的サンプル
敵対的攻撃
防御メカニズム

QUDOS: Quorum-Based Cloud-Edge Distributed DNNs for Security Enhanced Industry 4.0

Authors: Kevin Wallis, Christoph Reich, Blesson Varghese, Christian Schindelhauer | Published: 2021-11-09
データ整合性制約
分散学習の効率
防御メカニズム

Bayesian Framework for Gradient Leakage

Authors: Mislav Balunović, Dimitar I. Dimitrov, Robin Staab, Martin Vechev | Published: 2021-11-08 | Updated: 2022-03-17
バックドア攻撃
ポイズニング
防御メカニズム

Robust and Information-theoretically Safe Bias Classifier against Adversarial Attacks

Authors: Lijia Yu, Xiao-Shan Gao | Published: 2021-11-08 | Updated: 2022-02-14
一般化性能
敵対的攻撃手法
防御メカニズム

Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture

Authors: Xinyu Tang, Saeed Mahloujifar, Liwei Song, Virat Shejwalkar, Milad Nasr, Amir Houmansadr, Prateek Mittal | Published: 2021-10-15
メンバーシップ推論
敵対的サンプル
防御メカニズム

DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning

Authors: Md Tamjid Hossain, Shafkat Islam, Shahriar Badsha, Haoting Shen | Published: 2021-09-21
バックドア攻撃
連合学習
防御メカニズム

Membership Inference Attacks Against Recommender Systems

Authors: Minxing Zhang, Zhaochun Ren, Zihan Wang, Pengjie Ren, Zhumin Chen, Pengfei Hu, Yang Zhang | Published: 2021-09-16
データ生成
メンバーシップ推論
防御メカニズム

Predicting Process Name from Network Data

Authors: Justin Allen, David Knapp, Kristine Monteith | Published: 2021-09-03
サイバー脅威
機械学習の基礎
防御メカニズム