AIセキュリティポータルbot

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

Adversarial Examples in Deep Learning for Multivariate Time Series Regression

Authors: Gautam Raj Mode, Khaza Anuarul Hoque | Published: 2020-09-24
Multivariate Time Series Analysis
Adversarial Example
Time-Related Features

Improving Query Efficiency of Black-box Adversarial Attack

Authors: Yang Bai, Yuyuan Zeng, Yong Jiang, Yisen Wang, Shu-Tao Xia, Weiwei Guo | Published: 2020-09-24 | Updated: 2020-09-25
Performance Evaluation
Selection and Evaluation of Optimization Algorithms
Generative Model

Enhancing Mixup-based Semi-Supervised Learning with Explicit Lipschitz Regularization

Authors: Prashnna Kumar Gyawali, Sandesh Ghimire, Linwei Wang | Published: 2020-09-23
Robustness
Adversarial Example
Generative Model

Detection of Iterative Adversarial Attacks via Counter Attack

Authors: Matthias Rottmann, Kira Maag, Mathis Peyron, Natasa Krejic, Hanno Gottschalk | Published: 2020-09-23 | Updated: 2021-03-23
Robustness
Information Security
Selection and Evaluation of Optimization Algorithms

FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning

Authors: Swanand Kadhe, Nived Rajaraman, O. Ozan Koyluoglu, Kannan Ramchandran | Published: 2020-09-23
Privacy Enhancing Technology
Information Security
Communication Efficiency

Semantics-Preserving Adversarial Training

Authors: Wonseok Lee, Hanbit Lee, Sang-goo Lee | Published: 2020-09-23
Poisoning
Robustness
Generative Model

Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks

Authors: Boyuan Feng, Yuke Wang, Zheng Wang, Yufei Ding | Published: 2020-09-22
Bayesian Adversarial Learning
Robustness
Attention Mechanism

Scalable Adversarial Attack on Graph Neural Networks with Alternating Direction Method of Multipliers

Authors: Boyuan Feng, Yuke Wang, Xu Li, Yufei Ding | Published: 2020-09-22
Memory Evaluation
Factors of Performance Degradation
Optimization Problem

Crafting Adversarial Examples for Deep Learning Based Prognostics (Extended Version)

Authors: Gautam Raj Mode, Khaza Anuarul Hoque | Published: 2020-09-21 | Updated: 2020-09-28
Poisoning
Adversarial Training
Vulnerability Management