Malware Classification on Mal-Net benchmark leaderboard · SOTA2 Research

Malware Classification on Mal-Net

82.84AccuracyHuBERT ⊞ ViT (FOCA)

Evaluation Results

Method	Links
HuBERT ⊞ ViT (FOCA)2026.01		82.84	81.72
Wav2Vec2 ⊞ ViT (FOCA)2026.01		80.98	77.98
HuBERT ⊞ VGG-19 (FOCA)2026.01		80.16	80.4
WavLM ⊞ ViT (FOCA)2026.01		79.73	80.1
Wav2Vec2 ⊞ ResNet-50 (FOCA)2026.01		79.56	79.56
Wav2Vec2 ⊞ VGG-19 (FOCA)2026.01		79.27	78.7
HuBERT ⊞ ResNet-50 (FOCA)2026.01		79.27	80.2
WavLM ⊞ VGG-19 (FOCA)2026.01		78.84	78.18
WavLM ⊞ ResNet-50 (FOCA)2026.01		78.35	78.9
HuBERT ⊗ ViT2026.01		76.78	74.77
Wav2Vec2 ⊗ ViT2026.01		74.86	72.89
Wav2Vec2 ⊗ ResNet-502026.01		74.48	72.53
WavLM ⊗ ViT2026.01		74.11	72.22
HuBERT ⊗ VGG-192026.01		74.01	72.13
HuBERT ⊗ ResNet-502026.01		73.71	71.78
Wav2Vec2 ⊗ VGG-192026.01		73.69	71.78
Wav2Vec2 + ResNet-502026.01		73.4	69.7
WavLM ⊗ ResNet-502026.01		73.29	71.35
WavLM ⊗ VGG-192026.01		72.94	71.03
Wav2Vec2 + ViT2026.01		71.93	68.31
WavLM + ViT2026.01		71.2	67.61
Wav2Vec2 + VGG-192026.01		70.98	67.43
HuBERT + ViT2026.01		70.66	67.03
WavLM + ResNet-502026.01		70.46	66.91
HuBERT + ResNet-502026.01		70.19	66.53
Scott et al.2026.01		70.12	67.71
HuBERT + VGG-192026.01		70.03	66.41
WavLM + VGG-192026.01		69.73	66.22
Wav2Vec22026.01		68.82	65.46
HuBERT2026.01		64.69	61.53
WavLM2026.01		63.31	60.22
ViT2026.01		62.9	58.48
VGG-192026.01		61.01	56.73
ResNet-502026.01		59.87	55.61
Yang et al.2026.01		53.71	53.65
Devnath et al.2026.01		52.49	51.21
Vasan et al.2026.01		48.54	51.67
Samaneh et al.2026.01		41.73	40.84