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Differentially Private ADMM Algorithms for Machine Learning

Authors: Tao Xu, Fanhua Shang, Yuanyuan Liu, Hongying Liu, Longjie Shen, Maoguo Gong | Published: 2020-10-31
DP-SGD
Machine Learning Technology
evaluation metrics
2020.10.31 2025.05.28
Literature Database

Being Single Has Benefits. Instance Poisoning to Deceive Malware Classifiers

Authors: Tzvika Shapira, David Berend, Ishai Rosenberg, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2020-10-30
Backdoor Attack
Malware Detection
Content Specialized for Toxicity Attacks
2020.10.30 2025.05.28
Literature Database

Differential Privacy and Natural Language Processing to Generate Contextually Similar Decoy Messages in Honey Encryption Scheme

Authors: Kunjal Panchal | Published: 2020-10-29
Password Guessing
Adversarial Learning
Generative Model Characteristics
2020.10.29 2025.05.28
Literature Database

CURE: A Security Architecture with CUstomizable and Resilient Enclaves

Authors: Raad Bahmani, Ferdinand Brasser, Ghada Dessouky, Patrick Jauernig, Matthias Klimmek, Ahmad-Reza Sadeghi, Emmanuel Stapf | Published: 2020-10-29
TEE Implementation
Access Control
Memory Layout Design
2020.10.29 2025.05.28
Literature Database

Reliable Graph Neural Networks via Robust Aggregation

Authors: Simon Geisler, Daniel Zügner, Stephan Günnemann | Published: 2020-10-29
Adversarial Example
Certificate Ratio
Evaluation Method
2020.10.29 2025.05.28
Literature Database

Evaluating Robustness of Predictive Uncertainty Estimation: Are Dirichlet-based Models Reliable?

Authors: Anna-Kathrin Kopetzki, Bertrand Charpentier, Daniel Zügner, Sandhya Giri, Stephan Günnemann | Published: 2020-10-28 | Updated: 2021-06-11
Adversarial Example
Challenges of Generative Models
Evaluation Method
2020.10.28 2025.05.28
Literature Database

Generalized Insider Attack Detection Implementation using NetFlow Data

Authors: Yash Samtani, Jesse Elwell | Published: 2020-10-27
Data Flow Analysis
Attack Detection
Machine Learning Method
2020.10.27 2025.05.28
Literature Database

FaceLeaks: Inference Attacks against Transfer Learning Models via Black-box Queries

Authors: Seng Pei Liew, Tsubasa Takahashi | Published: 2020-10-27
Membership Inference
Membership Disclosure Risk
Face Recognition
2020.10.27 2025.05.28
Literature Database

Robust and Verifiable Information Embedding Attacks to Deep Neural Networks via Error-Correcting Codes

Authors: Jinyuan Jia, Binghui Wang, Neil Zhenqiang Gong | Published: 2020-10-26
Membership Inference
Information Embedding Attack
Evaluation Method
2020.10.26 2025.05.28
Literature Database

Asymptotic Behavior of Adversarial Training in Binary Classification

Authors: Hossein Taheri, Ramtin Pedarsani, Christos Thrampoulidis | Published: 2020-10-26 | Updated: 2021-07-14
Attack Evaluation
Adversarial Example
Regularization
2020.10.26 2025.05.28
Literature Database
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