Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls
Paper • 2405.09318 • Published
# Load model directly
from transformers import AutoTokenizer, AutoModelForSequenceClassification
tokenizer = AutoTokenizer.from_pretrained("CyberDataLab/BigBird_Syscall_Malware")
model = AutoModelForSequenceClassification.from_pretrained("CyberDataLab/BigBird_Syscall_Malware")BigBird model trained on syscalls for malware detection.
It has five labels: Normal and four types of malware: Bashlite, TheTick, Bdvl, RansomwarePoC
Paper: https://arxiv.org/abs/2405.09318
Published at IEEE MILCOM 2024
Uploaded by https://huggingface.co/pedromiguelsanchez
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="CyberDataLab/BigBird_Syscall_Malware")