Microsoft Malware Classification Challenge

22 February 2018

Papers citing "Microsoft Malware Classification Challenge"

38 / 38 papers shown

Title
On the Security Risks of ML-based Malware Detection Systems: A Survey Ping He Yuhao Mao Changjiang Li Lorenzo Cavallaro Ting Wang Shouling Ji 23 0 0 16 May 2025
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 39 0 0 12 May 2025
Malware Classification Based on Image Segmentation Wanhu Nie 13 0 0 06 Jun 2024
kNN Classification of Malware Data Dependency Graph Features John Musgrave Anca L. Ralescu 33 0 0 04 Jun 2024
SoK: Leveraging Transformers for Malware Analysis Pradip Kunwar Kshitiz Aryal Maanak Gupta Mahmoud Abdelsalam Elisa Bertino 90 0 0 27 May 2024
Synthetic Datasets for Program Similarity Research Alex Interrante-Grant Michael Wang Lisa Baer Ryan Whelan Tim Leek SyDa 41 1 0 06 May 2024
Generalizing Machine Learning Evaluation through the Integration of Shannon Entropy and Rough Set Theory Olga Cherednichenko Dmytro Chernyshov Dmytro Sytnikov Polina Sytnikova 57 0 0 18 Apr 2024
Use of Graph Neural Networks in Aiding Defensive Cyber Operations Shaswata Mitra Trisha Chakraborty Subash Neupane Aritran Piplai Sudip Mittal AAML 50 3 0 11 Jan 2024
High-resolution Image-based Malware Classification using Multiple Instance Learning Tim Peters H. Farhat 19 0 0 21 Nov 2023
MALITE: Lightweight Malware Detection and Classification for Constrained Devices Sidharth Anand Barsha Mitra Soumyadeep Dey Abhinav Rao Rupsa Dhar Jaideep Vaidya 27 3 0 06 Sep 2023
A Survey on Malware Detection with Graph Representation Learning Tristan Bilot Nour El Madhoun Khaldoun Al Agha Anis Zouaoui AAML 21 20 0 28 Mar 2023
Sequential Embedding-based Attentive (SEA) classifier for malware classification Muhammad Ahmed Anam Qureshi J. Shamsi Murk Marvi 19 1 0 11 Feb 2023
Behavioural Reports of Multi-Stage Malware Marcus Carpenter Chunbo Luo 25 3 0 30 Jan 2023
Adversarial Attacks on Transformers-Based Malware Detectors Yash Jakhotiya Heramb Patil Jugal Rawlani Dr. Sunil B. Mane AAML 23 4 0 01 Oct 2022
Feature Decoupling in Self-supervised Representation Learning for Open Set Recognition Jingyun Jia P. Chan BDL 19 2 0 28 Sep 2022
Avast-CTU Public CAPE Dataset B. Bosanský Dominik Kouba Ondrej Manhal Thorsten Sick Viliam Lisý J. Kroustek P. Somol 75 5 0 06 Sep 2022
Sequence Feature Extraction for Malware Family Analysis via Graph Neural Network S. W. Hsiao P. Chu 22 1 0 10 Aug 2022
Fusing Feature Engineering and Deep Learning: A Case Study for Malware Classification Daniel Gibert Carles Mateu Jordi Planes Quan Le AAML 40 48 0 12 Jun 2022
Marvolo: Programmatic Data Augmentation for Practical ML-Driven Malware Detection Michael D. Wong Edward Raff James Holt Ravi Netravali 34 2 0 07 Jun 2022
Deep Image: A precious image based deep learning method for online malware detection in IoT Environment Meysam Ghahramani R. Taheri Mohammad Shojafar R. Javidan Shaohua Wan 19 11 0 04 Apr 2022
MOTIF: A Large Malware Reference Dataset with Ground Truth Family Labels R. Joyce Dev Amlani B. Hamilton Edward Raff 49 21 0 29 Nov 2021
A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels R. Joyce Edward Raff Charles K. Nicholas 48 16 0 23 Sep 2021
Malware Classification Using Transfer Learning H. Farhat Veronica Rammouz 17 2 0 29 Jul 2021
Identifying Authorship Style in Malicious Binaries: Techniques, Challenges & Datasets J. Gray D. Sgandurra Lorenzo Cavallaro 21 8 0 15 Jan 2021
Classifying Malware Using Function Representations in a Static Call Graph Thomas Dalton M. Schmidtler Alireza Hadj Khodabakhshi 8 0 0 01 Dec 2020
A survey on practical adversarial examples for malware classifiers Daniel Park B. Yener AAML 44 14 0 06 Nov 2020
tf-Darshan: Understanding Fine-grained I/O Performance in Machine Learning Workloads Steven W. D. Chien Artur Podobas Ivy Bo Peng Stefano Markidis 16 11 0 10 Aug 2020
Random CapsNet Forest Model for Imbalanced Malware Type Classification Task Aykut Çayır U. Ünal Hasan Dag 32 41 0 20 Dec 2019
Malware Makeover: Breaking ML-based Static Analysis by Modifying Executable Bytes Keane Lucas Mahmood Sharif Lujo Bauer Michael K. Reiter S. Shintre AAML 31 67 0 19 Dec 2019
COPYCAT: Practical Adversarial Attacks on Visualization-Based Malware Detection Aminollah Khormali Ahmed A. Abusnaina Songqing Chen Daehun Nyang Aziz Mohaisen AAML 34 28 0 20 Sep 2019
Malware Detection with LSTM using Opcode Language Renjie Lu 14 42 0 10 Jun 2019
Detection of Advanced Malware by Machine Learning Techniques Sanjay Sharma C. Krishna S. K. Sahay 14 67 0 07 Mar 2019
Adversarial Attacks on Deep Learning Models in Natural Language Processing: A Survey W. Zhang Quan Z. Sheng A. Alhazmi Chenliang Li AAML 24 57 0 21 Jan 2019
Machine Learning in Cyber-Security - Problems, Challenges and Data Sets Idan Amit John Matherly W. Hewlett Zhi Xu Yinnon Meshi Yigal Weinberger 21 50 0 19 Dec 2018
Deep learning at the shallow end: Malware classification for non-domain experts Quan Le Oisín Boydell Brian Mac Namee Mark Scanlon 78 173 0 22 Jul 2018
WebEye - Automated Collection of Malicious HTTP Traffic Johann Vierthaler Roman Kruszelnicki J. Schütte 18 4 0 16 Feb 2018
On the Feasibility of Malware Authorship Attribution S. Alrabaee Paria Shirani M. Debbabi Lingyu Wang DeLMO 18 48 0 10 Jan 2017
One-Class SVM with Privileged Information and its Application to Malware Detection Evgeny Burnaev Dmitry Smolyakov 19 70 0 26 Sep 2016