notesum.ai

Published at November 21

Relation-aware based Siamese Denoising Autoencoder for Malware Few-shot Classification

cs.CR

Released Date: November 21, 2024

Authors: Jinting Zhu¹, Julian Jang-Jaccard¹, Ian Welch², Harith AI-Sahaf², Seyit Camtepe³, Aeryn Dunmore¹, Cybersecurity Lab

Aff.: ¹Cybersecurity Lab, Massey University, New Zealand; ²School of Engineering and Computer Science, Victoria University of Wellington, Wellington, New Zealand; ³CSIRO Data61, Australia

Arxiv: http://arxiv.org/abs/2411.14029v1

Class name	Family	Instances
Worm	Allaple.L	1591
Worm	Allaple.A	2949
Worm	Yuner.A	800
PWS	Lolyda.AA 1	213
PWS	Lolyda.AA 2	184
PWS	Lolyda.AA 3	123
Trojan	C2Lop.P	146
Trojan	C2Lop.gen!g	200
Dialer	Instantaccess	431
TDownloader	Swizzot.gen!I	132
TDownloader	Swizzor.gen!E	128
Worm	VB.AT	408
Rogue	Fakerean	381
Trojan	Alueron.gen!J	198
Trojan	Malex.gen!J	136
PWS	Lolyda.AT	159
Dialer	Adialer.C	125
TDownlaoder	Wintrim.BX	97
Dilaer	Dialplatform.B	177
TDownlaoder	Dontovo.A	162
TDownlaoder	Obfuscator.AD	142
Backdoor	Agent.FYI	116
Worm:AutoIT	Autorun.K	106
Backdoor	Rbot!gen	158
Trojan	Skintrim.N	80