Literature Database

Disparate Vulnerability to Membership Inference Attacks

Authors: Bogdan Kulynych, Mohammad Yaghini, Giovanni Cherubin, Michael Veale, Carmela Troncoso | Published: 2019-06-02 | Updated: 2021-09-16
Dataset Analysis
Privacy Assessment
Membership Inference

SHE: A Fast and Accurate Deep Neural Network for Encrypted Data

Authors: Qian Lou, Lei Jiang | Published: 2019-06-01 | Updated: 2019-11-16
Dataset Analysis
Deep Learning Technology
Computational Efficiency

IoT Network Security from the Perspective of Adversarial Deep Learning

Authors: Yalin E. Sagduyu, Yi Shi, Tugba Erpek | Published: 2019-05-31
Adversarial Example
Adversarial Spectrum Attack Detection
Deep Learning Method

Unlabeled Data Improves Adversarial Robustness

Authors: Yair Carmon, Aditi Raghunathan, Ludwig Schmidt, Percy Liang, John C. Duchi | Published: 2019-05-31 | Updated: 2022-01-13
Poisoning
Robustness Verification Method
Deep Learning Method

Are Labels Required for Improving Adversarial Robustness?

Authors: Jonathan Uesato, Jean-Baptiste Alayrac, Po-Sen Huang, Robert Stanforth, Alhussein Fawzi, Pushmeet Kohli | Published: 2019-05-31 | Updated: 2019-12-05
Role of Machine Learning
Deep Learning Technology

L0 Regularization Based Neural Network Design and Compression

Authors: S. Asim Ahmed | Published: 2019-05-31
Optimization Strategy
Deep Learning Method
Deep Learning Technology

Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness

Authors: Andrey Malinin, Mark Gales | Published: 2019-05-31 | Updated: 2019-12-02
Poisoning
Uncertainty Estimation
Generative Model

Privacy-Preserving Detection of IoT Devices Connected Behind a NAT in a Smart Home Setup

Authors: Yair Meidan, Vinay Sachidananda, Yuval Elovici, Asaf Shabtai | Published: 2019-05-31
Data Collection Method
Network Traffic Analysis
Performance Evaluation Method

Bypassing Backdoor Detection Algorithms in Deep Learning

Authors: Te Juin Lester Tan, Reza Shokri | Published: 2019-05-31 | Updated: 2020-06-06
Pruning Method
Membership Inference
Adversarial Attack Methods

Identifying Classes Susceptible to Adversarial Attacks

Authors: Rangeet Pan, Md Johirul Islam, Shibbir Ahmed, Hridesh Rajan | Published: 2019-05-30
Vulnerability of Adversarial Examples
Adversarial Attack Methods
Deep Learning