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
Improving Differentially Private SGD via Randomly Sparsified Gradients
Authors: Junyi Zhu, Matthew B. Blaschko | Published: 2021-12-01 | Updated: 2023-06-28
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
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
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
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
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
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
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
Statically Detecting Adversarial Malware through Randomised Chaining
Authors: Matthew Crawford, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04