Abstract: Highlights•We study a realistic and difficult few-shot website fingerprinting attack problem.•We propose a novel Transfer Learning Fingerprinting Attack(TLFA) method.•Experiments show TLFA outperforms significantly previous state-of-the-art methods.
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