Literature Database

ShadowNet: A Secure and Efficient On-device Model Inference System for Convolutional Neural Networks

Authors: Zhichuang Sun, Ruimin Sun, Changming Liu, Amrita Roy Chowdhury, Long Lu, Somesh Jha | Published: 2020-11-11 | Updated: 2023-07-06
TEE Implementation
Watermarking
Model Performance Evaluation

Privacy Preservation in Federated Learning: An insightful survey from the GDPR Perspective

Authors: Nguyen Truong, Kai Sun, Siyao Wang, Florian Guitton, Yike Guo | Published: 2020-11-10 | Updated: 2021-03-18
Watermarking
Data Privacy Assessment
Poisoning

Is Private Learning Possible with Instance Encoding?

Authors: Nicholas Carlini, Samuel Deng, Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody, Shuang Song, Abhradeep Thakurta, Florian Tramer | Published: 2020-11-10 | Updated: 2021-04-28
Data Privacy Assessment
Membership Inference
Attack Type

Efficient and Transferable Adversarial Examples from Bayesian Neural Networks

Authors: Martin Gubri, Maxime Cordy, Mike Papadakis, Yves Le Traon, Koushik Sen | Published: 2020-11-10 | Updated: 2022-06-18
Model Performance Evaluation
Adversarial Example
Adversarial attack

The Cost of Privacy in Generalized Linear Models: Algorithms and Minimax Lower Bounds

Authors: T. Tony Cai, Yichen Wang, Linjun Zhang | Published: 2020-11-08 | Updated: 2020-12-06
Data Privacy Assessment
Performance Evaluation
Selection and Evaluation of Optimization Algorithms

On the Privacy Risks of Algorithmic Fairness

Authors: Hongyan Chang, Reza Shokri | Published: 2020-11-07 | Updated: 2021-04-07
Data Privacy Assessment
Membership Inference
Model Performance Evaluation

Blockchain based Attack Detection on Machine Learning Algorithms for IoT based E-Health Applications

Authors: Thippa Reddy Gadekallu, Manoj M K, Sivarama Krishnan S, Neeraj Kumar, Saqib Hakak, Sweta Bhattacharya | Published: 2020-11-03 | Updated: 2021-10-02
Blockchain Technology
Attack Type
Adversarial attack

Adversarial Examples in Constrained Domains

Authors: Ryan Sheatsley, Nicolas Papernot, Michael Weisman, Gunjan Verma, Patrick McDaniel | Published: 2020-11-02 | Updated: 2022-09-09
Adversarial Example
Adversarial attack
Feature Engineering

End-to-end anti-spoofing with RawNet2

Authors: Hemlata Tak, Jose Patino, Massimiliano Todisco, Andreas Nautsch, Nicholas Evans, Anthony Larcher | Published: 2020-11-02 | Updated: 2021-12-16
Detection of Deepfakes
Model Evaluation
Speech Recognition Process

On No-Sensing Adversarial Multi-player Multi-armed Bandits with Collision Communications

Authors: Chengshuai Shi, Cong Shen | Published: 2020-11-02 | Updated: 2021-04-24
Error Correction Code
Attack Type
Communication Efficiency