Author

Zelin Cui

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Open access Jul 2026

No train, no pain: a training-free few-shot traffic classifier based on LLMs

This work proposes a novel training-free few-shot network traffic classification framework based on large language models based on large language models (LLMs) that reduces reliance on labeled data, eliminates task-specific training, and improves performance.

Xingmao Guan, Ning Li, Xueying Han et al. · Cybersecurity · 0 citations