AIセキュリティポータルbot

Unsupervised Detection of Adversarial Examples with Model Explanations

Authors: Gihyuk Ko, Gyumin Lim | Published: 2021-07-22
メンバーシップ推論
攻撃タイプ
敵対的サンプル

Generative Models for Security: Attacks, Defenses, and Opportunities

Authors: Luke A. Bauer, Vincent Bindschaedler | Published: 2021-07-21 | Updated: 2021-07-29
ポイズニング
攻撃手法
生成モデル

Secure Random Sampling in Differential Privacy

Authors: Naoise Holohan, Stefano Braghin | Published: 2021-07-21 | Updated: 2021-11-24
サンプリング手法
攻撃手法
浮動小数点数の概要

On the Convergence of Prior-Guided Zeroth-Order Optimization Algorithms

Authors: Shuyu Cheng, Guoqiang Wu, Jun Zhu | Published: 2021-07-21 | Updated: 2021-11-07
フレームワーク
最適化手法
統計的手法

Transfer Learning for Credit Card Fraud Detection: A Journey from Research to Production

Authors: Wissam Siblini, Guillaume Coter, Rémy Fabry, Liyun He-Guelton, Frédéric Oblé, Bertrand Lebichot, Yann-Aël Le Borgne, Gianluca Bontempi | Published: 2021-07-20 | Updated: 2021-11-04
データ管理システム
不正取引
機械学習

Machine Learning Enhanced Blockchain Consensus with Transaction Prioritization for Smart Cities

Authors: S. Valli Sanghami, John J. Lee, Qin Hu | Published: 2021-07-20
トランザクション優先順位付け
ブロックチェーン技術
信頼性スコアリング

MEGEX: Data-Free Model Extraction Attack against Gradient-Based Explainable AI

Authors: Takayuki Miura, Satoshi Hasegawa, Toshiki Shibahara | Published: 2021-07-19
メンバーシップ推論
モデルの解釈性
攻撃手法

Federated Learning using Smart Contracts on Blockchains, based on Reward Driven Approach

Authors: Monik Raj Behera, Sudhir Upadhyay, Suresh Shetty | Published: 2021-07-19 | Updated: 2022-03-26
ブロックチェーン技術
機械学習技術
連合学習

Deceptive Logic Locking for Hardware Integrity Protection against Machine Learning Attacks

Authors: Dominik Sisejkovic, Farhad Merchant, Lennart M. Reimann, Rainer Leupers | Published: 2021-07-19
コストモデル
ロジックロッキング
攻撃手法

Trends in Blockchain and Federated Learning for Data Sharing in Distributed Platforms

Authors: Haemin Lee, Joongheon Kim | Published: 2021-07-19
プライバシー保護技術
ブロックチェーン
連合学習