AIセキュリティポータルbot

A General Retraining Framework for Scalable Adversarial Classification

Authors: Bo Li, Yevgeniy Vorobeychik, Xinyun Chen | Published: 2016-04-09 | Updated: 2016-11-26
Adversarial Learning
Adversarial attack
Adversarial Training

Towards Seamless Tracking-Free Web: Improved Detection of Trackers via One-class Learning

Authors: Muhammad Ikram, Hassan Jameel Asghar, Mohamed Ali Kaafar, Balachander Krishnamurthy, Anirban Mahanti | Published: 2016-03-20
Data Collection
Privacy Risk Management
Model Performance Evaluation

A Survey of Stealth Malware: Attacks, Mitigation Measures, and Steps Toward Autonomous Open World Solutions

Authors: Ethan M. Rudd, Andras Rozsa, Manuel Günther, Terrance E. Boult | Published: 2016-03-19 | Updated: 2016-12-02
Digital Forensics
Malware Detection
Model Extraction Attack

Communication-Efficient Learning of Deep Networks from Decentralized Data

Authors: H. Brendan McMahan, Eider Moore, Daniel Ramage, Seth Hampson, Blaise Agüera y Arcas | Published: 2016-02-17 | Updated: 2023-01-26
Deep Learning Method
Reduction of Communication Costs
Federated Learning

“Why Should I Trust You?”: Explaining the Predictions of Any Classifier

Authors: Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin | Published: 2016-02-16 | Updated: 2016-08-09
XAI (Explainable AI)
Feature Importance Analysis
説明可能な機械学習

Secure Approximation Guarantee for Cryptographically Private Empirical Risk Minimization

Authors: Toshiyuki Takada, Hiroyuki Hanada, Yoshiji Yamada, Jun Sakuma, Ichiro Takeuchi | Published: 2016-02-15
Secure Communication Channel
Privacy-Preserving Machine Learning
Encryption Protocol

Practical Black-Box Attacks against Machine Learning

Authors: Nicolas Papernot, Patrick McDaniel, Ian Goodfellow, Somesh Jha, Z. Berkay Celik, Ananthram Swami | Published: 2016-02-08 | Updated: 2017-03-19
Adversarial Example
Adversarial attack
Adversarial Transferability

YOURPRIVACYPROTECTOR, A recommender system for privacy settings in social networks

Authors: Kambiz Ghazinour, Stan Matwin, Marina Sokolova | Published: 2016-02-05
Data Collection
Privacy Risk Management
Privacy Protection Mechanism

When Coding Style Survives Compilation: De-anonymizing Programmers from Executable Binaries

Authors: Aylin Caliskan, Fabian Yamaguchi, Edwin Dauber, Richard Harang, Konrad Rieck, Rachel Greenstadt, Arvind Narayanan | Published: 2015-12-28 | Updated: 2017-12-18
Digital Forensics
Privacy Risk Management
Model Performance Evaluation

Using Data Analytics to Detect Anomalous States in Vehicles

Authors: Sandeep Nair Narayanan, Sudip Mittal, Anupam Joshi | Published: 2015-12-25
Data Collection
Model Performance Evaluation
Model Design