文献データベース

Robust Transferable Feature Extractors: Learning to Defend Pre-Trained Networks Against White Box Adversaries

Authors: Alexander Cann, Ian Colbert, Ihab Amer | Published: 2022-09-14
モデル設計
敵対的攻撃検出
深層学習手法

Data Privacy and Trustworthy Machine Learning

Authors: Martin Strobel, Reza Shokri | Published: 2022-09-14
バイアス緩和手法
プライバシーリスク管理
メンバーシップ推論

SEEK: model extraction attack against hybrid secure inference protocols

Authors: Si Chen, Junfeng Fan | Published: 2022-09-14
モデル抽出攻撃
モデル設計
深層学習手法

Detection of Malicious Websites Using Machine Learning Techniques

Authors: Adebayo Oshingbesan, Courage Ekoh, Chukwuemeka Okobi, Aime Munezero, Kagame Richard | Published: 2022-09-13
データセット生成
モデル性能評価
機械学習

A Tale of HodgeRank and Spectral Method: Target Attack Against Rank Aggregation Is the Fixed Point of Adversarial Game

Authors: Ke Ma, Qianqian Xu, Jinshan Zeng, Guorong Li, Xiaochun Cao, Qingming Huang | Published: 2022-09-13
モデル設計
敵対的攻撃検出
最適化戦略

Intrusion Detection Systems Using Support Vector Machines on the KDDCUP’99 and NSL-KDD Datasets: A Comprehensive Survey

Authors: Mikel K. Ngueajio, Gloria Washington, Danda B. Rawat, Yolande Ngueabou | Published: 2022-09-12
モデル設計
侵入検知システム
機械学習手法

Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning using Independent Component Analysis

Authors: Sanjay Kariyappa, Chuan Guo, Kiwan Maeng, Wenjie Xiong, G. Edward Suh, Moinuddin K Qureshi, Hsien-Hsin S. Lee | Published: 2022-09-12
DNN IP保護手法
プライバシー分析
モデル設計

SmartKex: Machine Learning Assisted SSH Keys Extraction From The Heap Dump

Authors: Christofer Fellicious, Stewart Sentanoe, Michael Granitzer, Hans P. Reiser | Published: 2022-09-12 | Updated: 2022-09-13
メモリ管理手法
ランダムフォレスト
機械学習手法

Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation

Authors: Xuan Gong, Abhishek Sharma, Srikrishna Karanam, Ziyan Wu, Terrence Chen, David Doermann, Arun Innanje | Published: 2022-09-10
DNN IP保護手法
プライバシー分析
ポイズニング

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