AIセキュリティポータルbot

Achieving Data Utility-Privacy Tradeoff in Internet of Medical Things: A Machine Learning Approach

Authors: Zhitao Guan, Zefang Lv, Xiaojiang Du, Longfei Wu, Mohsen Guizani | Published: 2019-02-08
Privacy Protection Method
Initial Seed Generation
Differential Privacy

A Manually-Curated Dataset of Fixes to Vulnerabilities of Open-Source Software

Authors: Serena E. Ponta, Henrik Plate, Antonino Sabetta, Michele Bezzi, Cédric Dangremont | Published: 2019-02-07 | Updated: 2019-03-19
Data Origins and Evolution
Information Gathering Methods
Vulnerability Mitigation Technique

Optimizing seed inputs in fuzzing with machine learning

Authors: Liang Cheng, Yang Zhang, Yi Zhang, Chen Wu, Zhangtan Li, Yu Fu, Haisheng Li | Published: 2019-02-07
Fuzzing
Initial Seed Generation

Disguised-Nets: Image Disguising for Privacy-preserving Outsourced Deep Learning

Authors: Sagar Sharma, Keke Chen | Published: 2019-02-05 | Updated: 2019-04-19
Backdoor Detection
Detection of Model Extraction Attacks
Visual Privacy

F-BLEAU: Fast Black-box Leakage Estimation

Authors: Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi | Published: 2019-02-04 | Updated: 2020-10-27
Generalization Performance
Convergence Guarantee
Information Leakage Analysis

Is Spiking Secure? A Comparative Study on the Security Vulnerabilities of Spiking and Deep Neural Networks

Authors: Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique | Published: 2019-02-04 | Updated: 2020-05-18
Adversarial Example
Adversarial Learning
Adversarial attack

Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks

Authors: Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann | Published: 2019-02-01 | Updated: 2019-03-09
Robustness Improvement
Adversarial attack
Deep Learning Technology

The Efficacy of SHIELD under Different Threat Models

Authors: Cory Cornelius, Nilaksh Das, Shang-Tse Chen, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2019-02-01 | Updated: 2019-08-02
Certified Robustness
Adversarial attack
Threat modeling

Robustness Certificates Against Adversarial Examples for ReLU Networks

Authors: Sahil Singla, Soheil Feizi | Published: 2019-02-01 | Updated: 2019-02-05
Robustness Improvement
Adversarial Example
Adversarial attack

Natural and Adversarial Error Detection using Invariance to Image Transformations

Authors: Yuval Bahat, Michal Irani, Gregory Shakhnarovich | Published: 2019-02-01
Data Curation
Certified Robustness
Robustness Improvement