Literature Database

PassGAN: A Deep Learning Approach for Password Guessing

Authors: Briland Hitaj, Paolo Gasti, Giuseppe Ateniese, Fernando Perez-Cruz | Published: 2017-09-01 | Updated: 2019-02-14
Password Strength Evaluation
Model Performance Evaluation
Challenges of Generative Models

RON-Gauss: Enhancing Utility in Non-Interactive Private Data Release

Authors: Thee Chanyaswad, Changchang Liu, Prateek Mittal | Published: 2017-08-31 | Updated: 2018-10-16
Detection of Poison Data for Backdoor Attacks
Privacy Protection Method
Generative Model

On Security and Sparsity of Linear Classifiers for Adversarial Settings

Authors: Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli | Published: 2017-08-31
Membership Inference
Robustness Analysis
Attack Method

Coppersmith’s lattices and “focus groups”: an attack on small-exponent RSA

Authors: Stephen D. Miller, Bhargav Narayanan, Ramarathnam Venkatesan | Published: 2017-08-30 | Updated: 2020-12-16
Privacy Protection Method
Attack Method
Mathematical Analysis

Implicit Smartphone User Authentication with Sensors and Contextual Machine Learning

Authors: Wei-Han Lee, Ruby B. Lee | Published: 2017-08-30
Sensor Information Management
Privacy Protection Method
User Behavior Analysis

POISED: Spotting Twitter Spam Off the Beaten Paths

Authors: Shirin Nilizadeh, Francois Labreche, Alireza Sedighian, Ali Zand, Jose Fernandez, Christopher Kruegel, Gianluca Stringhini, Giovanni Vigna | Published: 2017-08-29
Community Detection
Spam Classification Model
Prompt Injection

Practical Attacks Against Graph-based Clustering

Authors: Yizheng Chen, Yacin Nadji, Athanasios Kountouras, Fabian Monrose, Roberto Perdisci, Manos Antonakakis, Nikolaos Vasiloglou | Published: 2017-08-29
Community Detection
Poisoning
Attack Method

Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization

Authors: Luis Muñoz-González, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli | Published: 2017-08-29
Poisoning
Optimization Methods
Deep Learning Model

Improving Robustness of ML Classifiers against Realizable Evasion Attacks Using Conserved Features

Authors: Liang Tong, Bo Li, Chen Hajaj, Chaowei Xiao, Ning Zhang, Yevgeniy Vorobeychik | Published: 2017-08-28 | Updated: 2019-05-10
Model Extraction Attack
Robustness Analysis
Adversarial Learning

On the Protection of Private Information in Machine Learning Systems: Two Recent Approaches

Authors: Martín Abadi, Úlfar Erlingsson, Ian Goodfellow, H. Brendan McMahan, Ilya Mironov, Nicolas Papernot, Kunal Talwar, Li Zhang | Published: 2017-08-26
Data Privacy Management
Privacy-Preserving Machine Learning
Differential Privacy