AIセキュリティポータルbot

Towards Reverse-Engineering Black-Box Neural Networks

Authors: Seong Joon Oh, Max Augustin, Bernt Schiele, Mario Fritz | Published: 2017-11-06 | Updated: 2018-02-14
バックドアモデルの検知
メンバーシップ推論
モデル抽出攻撃

Inference-Based Similarity Search in Randomized Montgomery Domains for Privacy-Preserving Biometric Identification

Authors: Yi Wang, Jianwu Wan, Jun Guo, Yiu-Ming Cheung, Pong C Yuen | Published: 2017-11-05
プライバシー保護機械学習
モデル性能評価
生体認証キー生成

Implicit Weight Uncertainty in Neural Networks

Authors: Nick Pawlowski, Andrew Brock, Matthew C. H. Lee, Martin Rajchl, Ben Glocker | Published: 2017-11-03 | Updated: 2018-05-25
ロバスト性
敵対的学習
機械学習

SPARK: Static Program Analysis Reasoning and Retrieving Knowledge

Authors: Wasuwee Sodsong, Bernhard Scholz, Sanjay Chawla | Published: 2017-11-03
セキュリティ分析手法
機械学習
知識抽出手法

Provable defenses against adversarial examples via the convex outer adversarial polytope

Authors: Eric Wong, J. Zico Kolter | Published: 2017-11-02 | Updated: 2018-06-08
モデルの頑健性保証
ロバスト性
深層学習技術

BinPro: A Tool for Binary Source Code Provenance

Authors: Dhaval Miyani, Zhen Huang, David Lie | Published: 2017-11-02
機械学習
透かし技術
類似性測定

Improving SIEM capabilities through an enhanced probe for encrypted Skype traffic detection

Authors: Mario Di Mauro, Cesario Di Sarno | Published: 2017-11-01
セキュリティ情報管理
機械学習
透かし技術

Attacking Binarized Neural Networks

Authors: Angus Galloway, Graham W. Taylor, Medhat Moussa | Published: 2017-11-01 | Updated: 2018-01-31
モデルの頑健性保証
ロバスト性向上手法
敵対的サンプル

Attacking the Madry Defense Model with $L_1$-based Adversarial Examples

Authors: Yash Sharma, Pin-Yu Chen | Published: 2017-10-30 | Updated: 2018-07-27
モデルの頑健性保証
ロバスト性向上手法
敵対的サンプルの検知

Certifying Some Distributional Robustness with Principled Adversarial Training

Authors: Aman Sinha, Hongseok Namkoong, Riccardo Volpi, John Duchi | Published: 2017-10-29 | Updated: 2020-05-01
Wasserstein距離
ロバスト性向上手法
敵対的学習