AIセキュリティポータルbot

There is Limited Correlation between Coverage and Robustness for Deep Neural Networks

Authors: Yizhen Dong, Peixin Zhang, Jingyi Wang, Shuang Liu, Jun Sun, Jianye Hao, Xinyu Wang, Li Wang, Jin Song Dong, Dai Ting | Published: 2019-11-14
Model Performance Evaluation
Adversarial Example
Adversarial Attack Methods

Machine Learning Based Network Vulnerability Analysis of Industrial Internet of Things

Authors: Maede Zolanvari, Marcio A. Teixeira, Lav Gupta, Khaled M. Khan, Raj Jain | Published: 2019-11-13
Backdoor Attack
Discussion on Protocol Vulnerabilities and Attack Scenarios
Attacker Behavior Analysis

Adversarial Examples in Modern Machine Learning: A Review

Authors: Rey Reza Wiyatno, Anqi Xu, Ousmane Dia, Archy de Berker | Published: 2019-11-13 | Updated: 2019-11-15
Poisoning
Adversarial Example
Adversarial Attack Methods

Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks

Authors: Aditya Golatkar, Alessandro Achille, Stefano Soatto | Published: 2019-11-12 | Updated: 2020-03-31
Trigger Detection
Machine learning
Information Security

On Robustness to Adversarial Examples and Polynomial Optimization

Authors: Pranjal Awasthi, Abhratanu Dutta, Aravindan Vijayaraghavan | Published: 2019-11-12
Model Performance Evaluation
Adversarial Attack Methods
Computational Problem

Robust Design of Deep Neural Networks against Adversarial Attacks based on Lyapunov Theory

Authors: Arash Rahnama, Andre T. Nguyen, Edward Raff | Published: 2019-11-12
Model Design
Numerical Stability Issues
Adversarial Example

RAD: On-line Anomaly Detection for Highly Unreliable Data

Authors: Zilong Zhao, Robert Birke, Rui Han, Bogdan Robu, Sara Bouchenak, Sonia Ben Mokhtar, Lydia Y. Chen | Published: 2019-11-11
Class Imbalance
Data Leakage
Model Performance Evaluation

DRAB-LOCUS: An Area-Efficient AES Architecture for Hardware Accelerator Co-Location on FPGAs

Authors: Jacob T. Grycel, Robert J. Walls | Published: 2019-11-11
Hardware Accelerator
Resource optimization
Encryption Technology

Privacy-Preserving Gradient Boosting Decision Trees

Authors: Qinbin Li, Zhaomin Wu, Zeyi Wen, Bingsheng He | Published: 2019-11-11 | Updated: 2022-10-10
Privacy-Preserving Algorithm
Privacy Assessment
Convergence Guarantee

Collaborative Homomorphic Computation on Data Encrypted under Multiple Keys

Authors: Asma Aloufi, Peizhao Hu | Published: 2019-11-11
Secure Communication Channel
Privacy-Preserving Algorithm
Encryption Method