AIセキュリティポータルbot

DNNShield: Dynamic Randomized Model Sparsification, A Defense Against Adversarial Machine Learning

Authors: Mohammad Hossein Samavatian, Saikat Majumdar, Kristin Barber, Radu Teodorescu | Published: 2022-07-31
DNN IP Protection Method
Attack Detection
Adversarial Example
2022.07.31 2025.05.28
Literature Database

Verifiable Encodings for Secure Homomorphic Analytics

Authors: Sylvain Chatel, Christian Knabenhans, Apostolos Pyrgelis, Carmela Troncoso, Jean-Pierre Hubaux | Published: 2022-07-28 | Updated: 2024-06-04
Privacy Technique
Performance Evaluation Metrics
Evaluation Method
2022.07.28 2025.05.28
Literature Database

Gotham Testbed: a Reproducible IoT Testbed for Security Experiments and Dataset Generation

Authors: Xabier Sáez-de-Cámara, Jose Luis Flores, Cristóbal Arellano, Aitor Urbieta, Urko Zurutuza | Published: 2022-07-28 | Updated: 2023-07-27
Dataset Generation
Link Emulation
Attackers and Malicious Devices
2022.07.28 2025.05.28
Literature Database

Continuous User Authentication Using Machine Learning and Multi-Finger Mobile Touch Dynamics with a Novel Dataset

Authors: Zachary Deridder, Nyle Siddiqui, Thomas Reither, Rushit Dave, Brendan Pelto, Naeem Seliya, Mounika Vanamala | Published: 2022-07-27
Dataset Generation
Performance Evaluation
Machine Learning
2022.07.27 2025.05.28
Literature Database

Membership Inference Attacks via Adversarial Examples

Authors: Hamid Jalalzai, Elie Kadoche, Rémi Leluc, Vincent Plassier | Published: 2022-07-27 | Updated: 2022-11-23
Membership Inference
Attack Method
Machine Learning
2022.07.27 2025.05.28
Literature Database

Fine-grained Private Knowledge Distillation

Authors: Yuntong Li, Shaowei Wang, Yingying Wang, Jin Li, Yuqiu Qian, Bangzhou Xin, Wei Yang | Published: 2022-07-27 | Updated: 2023-04-06
Privacy Technique
Adversarial Example
Machine Learning
2022.07.27 2025.05.28
Literature Database

Perception-Aware Attack: Creating Adversarial Music via Reverse-Engineering Human Perception

Authors: Rui Duan, Zhe Qu, Shangqing Zhao, Leah Ding, Yao Liu, Zhuo Lu | Published: 2022-07-26
Performance Evaluation
Attack Method
Speech Recognition Process
2022.07.26 2025.05.28
Literature Database

LGV: Boosting Adversarial Example Transferability from Large Geometric Vicinity

Authors: Martin Gubri, Maxime Cordy, Mike Papadakis, Yves Le Traon, Koushik Sen | Published: 2022-07-26
Geometry of LGV Model
Backdoor Attack
Transfer Learning
2022.07.26 2025.05.28
Literature Database

Generative Extraction of Audio Classifiers for Speaker Identification

Authors: Tejumade Afonja, Lucas Bourtoule, Varun Chandrasekaran, Sageev Oore, Nicolas Papernot | Published: 2022-07-26
Dataset Generation
Model Performance Evaluation
Speech Recognition Process
2022.07.26 2025.05.28
Literature Database

$p$-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations

Authors: Adam Dziedzic, Stephan Rabanser, Mohammad Yaghini, Armin Ale, Murat A. Erdogdu, Nicolas Papernot | Published: 2022-07-25
Out-of-Distribution Detection
Model Performance Evaluation
Hierarchical Classification Methods
2022.07.25 2025.05.28
Literature Database
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