A Few-Shot Meta-Learning based Siamese Neural Network using Entropy
Features for Ransomware Classification

A Few-Shot Meta-Learning based Siamese Neural Network using Entropy Features for Ransomware Classification

1 December 2021

Harith Al-Sahaf

Papers citing "A Few-Shot Meta-Learning based Siamese Neural Network using Entropy Features for Ransomware Classification"

13 / 13 papers shown

Title
Security through the Eyes of AI: How Visualization is Shaping Malware Detection Matteo Brosolo A. Aazami R. Agarwal M. Prabhakaran S. Nicolazzo Antonino Nocera V. P. AAML 37 0 0 12 May 2025
TIS-DPO: Token-level Importance Sampling for Direct Preference Optimization With Estimated Weights Aiwei Liu Haoping Bai Zhiyun Lu Yanchao Sun Xiang Kong ... Albin Madappally Jose Xiaojiang Liu Lijie Wen Philip S. Yu Meng Cao 51 9 0 06 Oct 2024
CanCal: Towards Real-time and Lightweight Ransomware Detection and Response in Industrial Environments Shenao Wang Feng Dong Hangfeng Yang Jingheng Xu Haoyu Wang 14 1 0 29 Aug 2024
Generative AI-Based Effective Malware Detection for Embedded Computing Systems Sreenitha Kasarapu Sanket Shukla Rakibul Hassan Avesta Sasan Houman Homayoun Sai Manoj P D 26 1 0 02 Apr 2024
Federated Learning Approach for Distributed Ransomware Analysis Aldin Vehabovic Hadi Zanddizari F. Shaikh Nasir Ghani Morteza Safaei Pour E. Bou-Harb J. Crichigno AAML 11 2 0 25 Jun 2023
Data-Centric Machine Learning Approach for Early Ransomware Detection and Attribution Aldin Vehabovic Hadi Zanddizari Nasir Ghani Farooq Shaikh E. Bou-Harb Morteza Safaei Pour J. Crichigno AAML 28 10 0 22 May 2023
Differential Area Analysis for Ransomware: Attacks, Countermeasures, and Limitations Marco Venturini Francesco Freda Emanuele Miotto A. Giaretta Mauro Conti AAML 34 0 0 30 Mar 2023
Minerva: A File-Based Ransomware Detector Dorjan Hitaj Giulio Pagnotta Fabio De Gaspari Lorenzo De Carli L. Mancini AAML 16 8 0 26 Jan 2023
Malware Triage Approach using a Task Memory based on Meta-Transfer Learning Framework Jinting Zhu Julian Jang-Jaccard I. Welch Harith Al-Sahaf S. Çamtepe AAML 50 0 0 21 Jul 2022
Autoencoder-based Unsupervised Intrusion Detection using Multi-Scale Convolutional Recurrent Networks Amardeep Singh Ju-Seong Jang 12 9 0 07 Apr 2022
IGRF-RFE: A Hybrid Feature Selection Method for MLP-based Network Intrusion Detection on UNSW-NB15 Dataset Yuhua Yin Ju-Seong Jang Wen Xu Amardeep Singh Jinting Zhu Fariza Sabrina Jin Kwak 16 166 0 30 Mar 2022
Training a Bidirectional GAN-based One-Class Classifier for Network Intrusion Detection Wen Xu Ju-Seong Jang Tong Liu Fariza Sabrina GAN 14 3 0 02 Feb 2022
Task-Aware Meta Learning-based Siamese Neural Network for Classifying Obfuscated Malware Jinting Zhu Ju-Seong Jang Amardeep Singh P. Watters S. Çamtepe AAML 14 9 0 26 Oct 2021