AIセキュリティポータルbot

Improving the Reliability of Network Intrusion Detection Systems through Dataset Integration

Authors: Roberto Magán-Carrión, Daniel Urda, Ignacio Díaz-Cano, Bernabé Dorronsoro | Published: 2021-12-02
Dataset evaluation
Data Preprocessing
Generalization Performance
2021.12.02 2025.05.28
Literature Database

Improving Differentially Private SGD via Randomly Sparsified Gradients

Authors: Junyi Zhu, Matthew B. Blaschko | Published: 2021-12-01 | Updated: 2023-06-28
DP-SGD
Privacy Risk Management
Poisoning
2021.12.01 2025.05.28
Literature Database

Adversarial Attacks Against Deep Generative Models on Data: A Survey

Authors: Hui Sun, Tianqing Zhu, Zhiqiu Zhang, Dawei Jin. Ping Xiong, Wanlei Zhou | Published: 2021-12-01
Data Generation
Backdoor Attack
Adversarial Attack Methods
2021.12.01 2025.05.28
Literature Database

FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection

Authors: Nikolaos Dionelis, Mehrdad Yaghoobi, Sotirios A. Tsaftaris | Published: 2021-11-30 | Updated: 2022-02-02
Generalization Performance
Experimental Validation
Self-Supervised Learning
2021.11.30 2025.05.28
Literature Database

Benchmark Static API Call Datasets for Malware Family Classification

Authors: Berkant Düzgün, Aykut Çayır, Ferhat Demirkıran, Ceyda Nur Kahya, Buket Gençaydın, Hasan Dağ | Published: 2021-11-30 | Updated: 2022-08-04
Dataset evaluation
Malware Detection Method
Static Analysis
2021.11.30 2025.05.28
Literature Database

Living-Off-The-Land Command Detection Using Active Learning

Authors: Talha Ongun, Jack W. Stokes, Jonathan Bar Or, Ke Tian, Farid Tajaddodianfar, Joshua Neil, Christian Seifert, Alina Oprea, John C. Platt | Published: 2021-11-30
Active Learning
Backdoor Attack
Malware Detection Method
2021.11.30 2025.05.28
Literature Database

Third-Party Hardware IP Assurance against Trojans through Supervised Learning and Post-processing

Authors: Pravin Gaikwad, Jonathan Cruz, Prabuddha Chakraborty, Swarup Bhunia, Tamzidul Hoque | Published: 2021-11-29
Training Data Generation
Hardware Trojan Detection
Machine Learning Algorithm
2021.11.29 2025.05.28
Literature Database

Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification

Authors: Dominique Mercier, Adriano Lucieri, Mohsin Munir, Andreas Dengel, Sheraz Ahmed | Published: 2021-11-29
DP-SGD
Privacy Assessment
Machine Learning Application
2021.11.29 2025.05.28
Literature Database

MALIGN: Explainable Static Raw-byte Based Malware Family Classification using Sequence Alignment

Authors: Shoumik Saha, Sadia Afroz, Atif Rahman | Published: 2021-11-28 | Updated: 2024-01-12
Program Analysis
Malware Detection Method
Static Analysis
2021.11.28 2025.05.28
Literature Database

Statically Detecting Adversarial Malware through Randomised Chaining

Authors: Matthew Crawford, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
Malware Detection Method
Adversarial attack
Defense Method
2021.11.28 2025.05.28
Literature Database
Next page