Transcending Transcend: Revisiting Malware Classification in the
Presence of Concept Drift

Transcending Transcend: Revisiting Malware Classification in the Presence of Concept Drift

8 October 2020

Federico Barbero

Feargus Pendlebury

Lorenzo Cavallaro

Papers citing "Transcending Transcend: Revisiting Malware Classification in the Presence of Concept Drift"

13 / 13 papers shown

Title
LAMD: Context-driven Android Malware Detection and Classification with LLMs Xingzhi Qian Xinran Zheng Yiling He Shuo Yang Lorenzo Cavallaro 116 3 0 18 Feb 2025
Defending against Adversarial Malware Attacks on ML-based Android Malware Detection Systems Ping He Lorenzo Cavallaro Shouling Ji AAML 178 0 0 23 Jan 2025
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning Eric Li Yifan Zhang Yu Huang Kevin Leach 70 0 0 20 Sep 2024
TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version) Zeliang Kan Shae McFadden Daniel Arp Feargus Pendlebury Roberto Jordaney Johannes Kinder Fabio Pierazzi Lorenzo Cavallaro 51 1 0 02 Feb 2024
Deep Neural Rejection against Adversarial Examples Angelo Sotgiu Ambra Demontis Marco Melis Battista Biggio Giorgio Fumera Xiaoyi Feng Fabio Roli AAML 54 69 0 01 Oct 2019
TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time Feargus Pendlebury Fabio Pierazzi Roberto Jordaney Johannes Kinder Lorenzo Cavallaro 49 358 0 20 Jul 2018
Deep k-Nearest Neighbors: Towards Confident, Interpretable and Robust Deep Learning Nicolas Papernot Patrick McDaniel OOD AAML 149 508 0 13 Mar 2018
Learning to Evade Static PE Machine Learning Malware Models via Reinforcement Learning Hyrum S. Anderson Anant Kharkar Bobby Filar David Evans P. Roth AAML 67 208 0 26 Jan 2018
Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning Battista Biggio Fabio Roli AAML 116 1,409 0 08 Dec 2017
Context-aware, Adaptive and Scalable Android Malware Detection through Online Learning (extended version) A. Narayanan Mahinthan Chandramohan Lihui Chen Yang Liu 25 87 0 03 Jun 2017
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 259 14,912 1 21 Dec 2013
Conditional validity of inductive conformal predictors V. Vovk 222 416 0 12 Sep 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 447 1,141 0 21 Jun 2007