Beyond Heavy Log Curation: Perplexity-Based APT Detection via Unsupervised, Context-Augmented Language Models
Shoya Otsu, Kei Suzuki, Toshiaki Koike-Akino, Jing Liu, Ye Wang
cs.LG, cs.AI, cs.CL, cs.CR
Submitted: 2026-07-23
Comments: 20 pages
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
- DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
- GLU Variants Improve Transformer
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