AIセキュリティポータルbot

Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics

Authors: Yuxin Ma, Tiankai Xie, Jundong Li, Ross Maciejewski | Published: 2019-07-17 | Updated: 2019-10-03
バックドア攻撃
ポイズニング
敵対的攻撃手法

Adversarial Security Attacks and Perturbations on Machine Learning and Deep Learning Methods

Authors: Arif Siddiqi | Published: 2019-07-17
ポイズニング
敵対的サンプル
敵対的攻撃手法

Decentralized & Collaborative AI on Blockchain

Authors: Justin D. Harris, Bo Waggoner | Published: 2019-07-16
プライバシー問題
ブロックチェーン経済学
機械学習手法

Helen: Maliciously Secure Coopetitive Learning for Linear Models

Authors: Wenting Zheng, Raluca Ada Popa, Joseph E. Gonzalez, Ion Stoica | Published: 2019-07-16 | Updated: 2019-09-03
MPCアルゴリズム
ポイズニング
暗号化技術

Latent Adversarial Defence with Boundary-guided Generation

Authors: Xiaowei Zhou, Ivor W. Tsang, Jie Yin | Published: 2019-07-16
敵対的サンプル
敵対的攻撃手法
深層学習技術

Evaluating Explanation Without Ground Truth in Interpretable Machine Learning

Authors: Fan Yang, Mengnan Du, Xia Hu | Published: 2019-07-16 | Updated: 2019-08-15
XAI(説明可能なAI)
モデルの解釈性
敵対的サンプル

Adversarial Sensor Attack on LiDAR-based Perception in Autonomous Driving

Authors: Yulong Cao, Chaowei Xiao, Benjamin Cyr, Yimeng Zhou, Won Park, Sara Rampazzi, Qi Alfred Chen, Kevin Fu, Z. Morley Mao | Published: 2019-07-16 | Updated: 2019-08-20
スプーフィング攻撃分析
敵対的攻撃手法
最適化手法

Graph Interpolating Activation Improves Both Natural and Robust Accuracies in Data-Efficient Deep Learning

Authors: Bao Wang, Stanley J. Osher | Published: 2019-07-16
敵対的攻撃
深層学習手法
重み更新手法

Recovery Guarantees for Compressible Signals with Adversarial Noise

Authors: Jasjeet Dhaliwal, Kyle Hambrook | Published: 2019-07-15 | Updated: 2019-08-07
アルゴリズム設計
敵対的攻撃
深層学習手法

Measuring the Transferability of Adversarial Examples

Authors: Deyan Petrov, Timothy M. Hospedales | Published: 2019-07-14
敵対的サンプル
敵対的攻撃
深層学習手法