AIセキュリティポータルbot

More Than Privacy: Applying Differential Privacy in Key Areas of Artificial Intelligence

Authors: Tianqing Zhu, Dayong Ye, Wei Wang, Wanlei Zhou, Philip S. Yu | Published: 2020-08-05
Game Theory
Privacy Assessment
Machine Learning

TREND: Transferability based Robust ENsemble Design

Authors: Deepak Ravikumar, Sangamesh Kodge, Isha Garg, Kaushik Roy | Published: 2020-08-04 | Updated: 2021-03-30
Adversarial Example
Adversarial attack
Transfer Learning

Unacceptable, where is my privacy? Exploring Accidental Triggers of Smart Speakers

Authors: Lea Schönherr, Maximilian Golla, Thorsten Eisenhofer, Jan Wiele, Dorothea Kolossa, Thorsten Holz | Published: 2020-08-02
Data Extraction and Analysis
Privacy Assessment
Malfunction of Voice Assistants

Towards Class-Oriented Poisoning Attacks Against Neural Networks

Authors: Bingyin Zhao, Yingjie Lao | Published: 2020-07-31 | Updated: 2021-10-11
Backdoor Attack
Poisoning
Attack Method

Adversarial Attacks with Multiple Antennas Against Deep Learning-Based Modulation Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-07-31
Poisoning
Attack Method
Deep Learning

TEAM: We Need More Powerful Adversarial Examples for DNNs

Authors: Yaguan Qian, Ximin Zhang, Bin Wang, Wei Li, Zhaoquan Gu, Haijiang Wang, Wassim Swaileh | Published: 2020-07-31 | Updated: 2020-08-10
Attack Method
Adversarial Example
Computational Efficiency

Practical Detection of Trojan Neural Networks: Data-Limited and Data-Free Cases

Authors: Ren Wang, Gaoyuan Zhang, Sijia Liu, Pin-Yu Chen, Jinjun Xiong, Meng Wang | Published: 2020-07-31
Backdoor Attack
Poisoning
Attack Method

LDP-FL: Practical Private Aggregation in Federated Learning with Local Differential Privacy

Authors: Lichao Sun, Jianwei Qian, Xun Chen | Published: 2020-07-31 | Updated: 2021-05-21
Watermarking
Client-Side Component
Privacy Assessment

Membership Leakage in Label-Only Exposures

Authors: Zheng Li, Yang Zhang | Published: 2020-07-30 | Updated: 2021-09-17
Membership Inference
Performance Evaluation
Attack Method

Black-box Adversarial Sample Generation Based on Differential Evolution

Authors: Junyu Lin, Lei Xu, Yingqi Liu, Xiangyu Zhang | Published: 2020-07-30
Attack Method
Deep Learning
Research Methodology