モデル設計

No Free Lunch in “Privacy for Free: How does Dataset Condensation Help Privacy”

Authors: Nicholas Carlini, Vitaly Feldman, Milad Nasr | Published: 2022-09-29
データ保護手法
プライバシー評価
モデル設計

A Closer Look at Evaluating the Bit-Flip Attack Against Deep Neural Networks

Authors: Kevin Hector, Mathieu Dumont, Pierre-Alain Moellic, Jean-Max Dutertre | Published: 2022-09-28 | Updated: 2022-09-30
DNN IP保護手法
モデル設計
深層学習手法

Privacy-Preserving Distributed Expectation Maximization for Gaussian Mixture Model using Subspace Perturbation

Authors: Qiongxiu Li, Jaron Skovsted Gundersen, Katrine Tjell, Rafal Wisniewski, Mads Græsbøll Christensen | Published: 2022-09-16
プライバシー分析
モデル設計
多者計算

M^4I: Multi-modal Models Membership Inference

Authors: Pingyi Hu, Zihan Wang, Ruoxi Sun, Hu Wang, Minhui Xue | Published: 2022-09-15
プライバシー分析
モデル設計
深層学習手法

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

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

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

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