AIセキュリティポータルbot

Technical Report on the CleverHans v2.1.0 Adversarial Examples Library

Authors: Nicolas Papernot, Fartash Faghri, Nicholas Carlini, Ian Goodfellow, Reuben Feinman, Alexey Kurakin, Cihang Xie, Yash Sharma, Tom Brown, Aurko Roy, Alexander Matyasko, Vahid Behzadan, Karen Hambardzumyan, Zhishuai Zhang, Yi-Lin Juang, Zhi Li, Ryan Sheatsley, Abhibhav Garg, Jonathan Uesato, Willi Gierke, Yinpeng Dong, David Berthelot, Paul Hendricks, Jonas Rauber, Rujun Long, Patrick McDaniel | Published: 2016-10-03 | Updated: 2018-06-27
Model Robustness
Adversarial Training
Defense Mechanism

Automated Dynamic Analysis of Ransomware: Benefits, Limitations and use for Detection

Authors: Daniele Sgandurra, Luis Muñoz-González, Rabih Mohsen, Emil C. Lupu | Published: 2016-09-10
Security Analysis Method
Dynamic Analysis Framework
Feature Selection Method

Control Flow Change in Assembly as a Classifier in Malware Analysis

Authors: Andree Linke, Nhien-An Le-Khac | Published: 2016-09-09
Data Extraction and Analysis
Bayesian Classification
Feature Selection Method

Stealing Machine Learning Models via Prediction APIs

Authors: Florian Tramèr, Fan Zhang, Ari Juels, Michael K. Reiter, Thomas Ristenpart | Published: 2016-09-09 | Updated: 2016-10-03
Model Extraction Attack
モデル抽出攻撃に関連するリスク
Detection of Model Extraction Attacks

Towards Evaluating the Robustness of Neural Networks

Authors: Nicholas Carlini, David Wagner | Published: 2016-08-16 | Updated: 2017-03-22
Model Robustness
Certified Robustness
Adversarial Example

A Stackelberg Game Perspective on the Conflict Between Machine Learning and Data Obfuscation

Authors: Jeffrey Pawlick, Quanyan Zhu | Published: 2016-08-08 | Updated: 2016-12-08
Privacy Assurance
Privacy Enhancing Technology
Model evaluation methods

QPass: a Merit-based Evaluation of Soccer Passes

Authors: Laszlo Gyarmati, Rade Stanojevic | Published: 2016-08-08
Core Set Selection Method
Simulation Result Evaluation
Model evaluation methods

Robust High-Dimensional Linear Regression

Authors: Chang Liu, Bo Li, Yevgeniy Vorobeychik, Alina Oprea | Published: 2016-08-07 | Updated: 2016-08-09
Poisoning
Model Robustness
Adversarial Training

Early Methods for Detecting Adversarial Images

Authors: Dan Hendrycks, Kevin Gimpel | Published: 2016-08-01 | Updated: 2017-03-23
Adversarial Example
Adversarial Learning
Adversarial Training

Attribute Learning for Network Intrusion Detection

Authors: Jorge Luis Rivero Pérez, Bernardete Ribeiro | Published: 2016-07-28
Algorithm Design
Methods for Dynamically Identifying New Classes
属性学習