AIセキュリティポータルbot

HinDom: A Robust Malicious Domain Detection System based on Heterogeneous Information Network with Transductive Classification

Authors: Xiaoqing Sun, Mingkai Tong, Jiahai Yang | Published: 2019-09-04
グラフ構築
データ管理システム
機械学習アルゴリズム

Privacy Accounting and Quality Control in the Sage Differentially Private ML Platform

Authors: Mathias Lecuyer, Riley Spahn, Kiran Vodrahalli, Roxana Geambasu, Daniel Hsu | Published: 2019-09-04 | Updated: 2019-09-06
データ管理システム
プライバシー保護メカニズム
機械学習アルゴリズム

Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation

Authors: Po-Sen Huang, Robert Stanforth, Johannes Welbl, Chris Dyer, Dani Yogatama, Sven Gowal, Krishnamurthy Dvijotham, Pushmeet Kohli | Published: 2019-09-03 | Updated: 2019-12-20
学習の改善
敵対的サンプル
敵対的サンプルの脆弱性

High Accuracy and High Fidelity Extraction of Neural Networks

Authors: Matthew Jagielski, Nicholas Carlini, David Berthelot, Alex Kurakin, Nicolas Papernot | Published: 2019-09-03 | Updated: 2020-03-03
モデル抽出攻撃
モデル評価
敵対的サンプル

Metric Learning for Adversarial Robustness

Authors: Chengzhi Mao, Ziyuan Zhong, Junfeng Yang, Carl Vondrick, Baishakhi Ray | Published: 2019-09-03 | Updated: 2019-10-28
ポイズニング
学習の改善
敵対的サンプルの脆弱性

Detecting Covert Cryptomining using HPC

Authors: Ankit Gangwal, Samuele Giuliano Piazzetta, Gianluca Lain, Mauro Conti | Published: 2019-08-31 | Updated: 2020-12-15
将来の研究
機械学習アルゴリズム
特徴選択手法

Your Smart Home Can’t Keep a Secret: Towards Automated Fingerprinting of IoT Traffic with Neural Networks

Authors: Shuaike Dong, Zhou Li, Di Tang, Jiongyi Chen, Menghan Sun, Kehuan Zhang | Published: 2019-08-31
IoTトラフィック分析
プライバシー保護メカニズム
特徴選択手法

IoT based Smart Access Controlled Secure Smart City Architecture Using Blockchain

Authors: Rourab Paul, Nimisha Ghosh, Suman Sau, Amlan Chakrabarti, Prasant Mahapatra | Published: 2019-08-30 | Updated: 2019-09-09
センサー情報管理
データ収集
ブロックチェーン

Universal, transferable and targeted adversarial attacks

Authors: Junde Wu, Rao Fu | Published: 2019-08-29 | Updated: 2022-06-13
ポイズニング
敵対的サンプル
敵対的攻撃検出

White-box vs Black-box: Bayes Optimal Strategies for Membership Inference

Authors: Alexandre Sablayrolles, Matthijs Douze, Yann Ollivier, Cordelia Schmid, Hervé Jégou | Published: 2019-08-29
サンプル複雑性
メンバーシップ推論
難易度キャリブレーション