Watermarking

Adversarially Robust Classification based on GLRT

Authors: Bhagyashree Puranik, Upamanyu Madhow, Ramtin Pedarsani | Published: 2020-11-16
Watermarking
Performance Evaluation
Adversarial attack

Power Side-Channel Attacks on BNN Accelerators in Remote FPGAs

Authors: Shayan Moini, Shanquan Tian, Jakub Szefer, Daniel Holcomb, Russell Tessier | Published: 2020-11-15 | Updated: 2021-04-18
Watermarking
Performance Evaluation
Attack Type

Revisiting Secure Computation Using Functional Encryption: Opportunities and Research Directions

Authors: Runhua Xu, James Joshi | Published: 2020-11-12 | Updated: 2020-12-07
Watermarking
Privacy Protection Method
Efficiency Evaluation

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

Performance Analysis of Scientific Computing Workloads on Trusted Execution Environments

Authors: Ayaz Akram, Anna Giannakou, Venkatesh Akella, Jason Lowe-Power, Sean Peisert | Published: 2020-10-25
TEE Implementation
Watermarking
Factors of Performance Degradation

Erratum Concerning the Obfuscated Gradients Attack on Stochastic Activation Pruning

Authors: Guneet S. Dhillon, Nicholas Carlini | Published: 2020-09-30
Watermarking
Robustness Improvement Method
Attack Evaluation

A Systematic Review on Model Watermarking for Neural Networks

Authors: Franziska Boenisch | Published: 2020-09-25 | Updated: 2021-12-08
Watermarking
Membership Inference
Model Identification

Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Authors: Maurice Weber, Nana Liu, Bo Li, Ce Zhang, Zhikuan Zhao | Published: 2020-09-21 | Updated: 2021-05-26
Watermarking
Robustness
Quantum Machine Learning

Feature Distillation With Guided Adversarial Contrastive Learning

Authors: Tao Bai, Jinnan Chen, Jun Zhao, Bihan Wen, Xudong Jiang, Alex Kot | Published: 2020-09-21
Watermarking
Adversarial Example
Adversarial Training