AIセキュリティポータルbot

The Odds are Odd: A Statistical Test for Detecting Adversarial Examples

Authors: Kevin Roth, Yannic Kilcher, Thomas Hofmann | Published: 2019-02-13 | Updated: 2019-05-09
Certified Robustness
Adversarial attack
Adversarial Attack Methods

Privacy-Utility Trade-off of Linear Regression under Random Projections and Additive Noise

Authors: Mehrdad Showkatbakhsh, Can Karakus, Suhas Diggavi | Published: 2019-02-13
Differential Privacy
Information-Theoretic Approach
Relative Error Analysis

TensorSCONE: A Secure TensorFlow Framework using Intel SGX

Authors: Roland Kunkel, Do Le Quoc, Franz Gregor, Sergei Arnautov, Pramod Bhatotia, Christof Fetzer | Published: 2019-02-12
Performance Evaluation
Threat Model
Watermarking Technology

Adversarial Samples on Android Malware Detection Systems for IoT Systems

Authors: Xiaolei Liu, Xiaojiang Du, Xiaosong Zhang, Qingxin Zhu, Mohsen Guizani | Published: 2019-02-12
Malware Detection Method
Adversarial Attack Methods
Optimization Strategy

Applications of Machine Learning in Cryptography: A Survey

Authors: Mohammed M. Alani | Published: 2019-02-11
Membership Inference
Taxonomy of Attacks
History of Cryptography

Analyzing, Comparing, and Detecting Emerging Malware: A Graph-based Approach

Authors: Hisham Alasmary, Aminollah Khormali, Afsah Anwar, Jeman Park, Jinchun Choi, DaeHun Nyang, Aziz Mohaisen | Published: 2019-02-11
Graph Construction
Malware Detection Method
Classification Pattern Analysis

Fake News Detection on Social Media using Geometric Deep Learning

Authors: Federico Monti, Fabrizio Frasca, Davide Eynard, Damon Mannion, Michael M. Bronstein | Published: 2019-02-10
Data Origins and Evolution
Detection of Misinformation
Information Gathering Methods

Model Compression with Adversarial Robustness: A Unified Optimization Framework

Authors: Shupeng Gui, Haotao Wang, Chen Yu, Haichuan Yang, Zhangyang Wang, Ji Liu | Published: 2019-02-10 | Updated: 2019-12-28
Adversarial Learning
Adversarial attack
Optimization Strategy

Discretization based Solutions for Secure Machine Learning against Adversarial Attacks

Authors: Priyadarshini Panda, Indranil Chakraborty, Kaushik Roy | Published: 2019-02-08 | Updated: 2019-02-11
Trigger Detection
Certified Robustness
Robustness Improvement Method

Understanding the One-Pixel Attack: Propagation Maps and Locality Analysis

Authors: Danilo Vasconcellos Vargas, Jiawei Su | Published: 2019-02-08
Certified Robustness
Adversarial Attack Methods
Image Classification Interpretation