AIセキュリティポータルbot

When a RF Beats a CNN and GRU, Together — A Comparison of Deep Learning and Classical Machine Learning Approaches for Encrypted Malware Traffic Classification

Authors: Adi Lichy, Ofek Bader, Ran Dubin, Amit Dvir, Chen Hajaj | Published: 2022-06-16
Security Analysis
Data Selection Strategy
Classification Pattern Analysis
2022.06.16 2025.05.28
Literature Database

BlindFL: Vertical Federated Machine Learning without Peeking into Your Data

Authors: Fangcheng Fu, Huanran Xue, Yong Cheng, Yangyu Tao, Bin Cui | Published: 2022-06-16
Algorithm
Privacy Enhancing Protocol
Multi-Party Computation
2022.06.16 2025.05.28
Literature Database

Architectural Backdoors in Neural Networks

Authors: Mikel Bober-Irizar, Ilia Shumailov, Yiren Zhao, Robert Mullins, Nicolas Papernot | Published: 2022-06-15
Adversarial Learning
Adversarial attack
Threat Model
2022.06.15 2025.05.28
Literature Database

HyperImpute: Generalized Iterative Imputation with Automatic Model Selection

Authors: Daniel Jarrett, Bogdan Cebere, Tennison Liu, Alicia Curth, Mihaela van der Schaar | Published: 2022-06-15
Algorithm
Hyperparameter Tuning
Performance Evaluation Metrics
2022.06.15 2025.05.28
Literature Database

Reconstructing Training Data from Trained Neural Networks

Authors: Niv Haim, Gal Vardi, Gilad Yehudai, Ohad Shamir, Michal Irani | Published: 2022-06-15 | Updated: 2022-12-05
Hyperparameter Tuning
Performance Evaluation Metrics
Adversarial Learning
2022.06.15 2025.05.28
Literature Database

Learn to Adapt: Robust Drift Detection in Security Domain

Authors: Aditya Kuppa, Nhien-An Le-Khac | Published: 2022-06-15
Drift Detection Method
Performance Evaluation Metrics
Adversarial Learning
2022.06.15 2025.05.28
Literature Database

YOU SHALL NOT COMPUTE on my Data: Access Policies for Privacy-Preserving Data Marketplaces and an Implementation for a Distributed Market using MPC

Authors: Stefan More, Lukas Alber | Published: 2022-06-15
Access Control
Security Analysis
Data Selection Strategy
2022.06.15 2025.05.28
Literature Database

Morphence-2.0: Evasion-Resilient Moving Target Defense Powered by Out-of-Distribution Detection

Authors: Abderrahmen Amich, Ata Kaboudi, Birhanu Eshete | Published: 2022-06-15
Robustness
Adversarial Example
Adversarial Attack Methods
2022.06.15 2025.05.28
Literature Database

On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective

Authors: Mathieu Serrurier, Franck Mamalet, Thomas Fel, Louis Béthune, Thibaut Boissin | Published: 2022-06-14 | Updated: 2024-02-02
Sample Complexity
Robustness
Deep Learning Method
2022.06.14 2025.05.28
Literature Database

Deploying Convolutional Networks on Untrusted Platforms Using 2D Holographic Reduced Representations

Authors: Mohammad Mahmudul Alam, Edward Raff, Tim Oates, James Holt | Published: 2022-06-13
Training Protocol
Adversarial Attack Methods
Deep Learning Method
2022.06.13 2025.05.28
Literature Database
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