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

Guarding Machine Learning Hardware Against Physical Side-Channel Attacks

Authors: Anuj Dubey, Rosario Cammarota, Vikram Suresh, Aydin Aysu | Published: 2021-09-01
ウォーターマーキング
計算効率
防御メカニズム

Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs

Authors: Qiongkai Xu, Xuanli He, Lingjuan Lyu, Lizhen Qu, Gholamreza Haffari | Published: 2021-08-29 | Updated: 2022-09-04
モデル抽出攻撃
機械学習手法
防御メカニズム

HW2VEC: A Graph Learning Tool for Automating Hardware Security

Authors: Shih-Yuan Yu, Rozhin Yasaei, Qingrong Zhou, Tommy Nguyen, Mohammad Abdullah Al Faruque | Published: 2021-07-26
ハードウェア設計
機械学習の応用
防御メカニズム