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Known By Their Actions: Fingerprinting LLM Browser Agents via UI Traces

UI traces from LLM web agents identify underlying models with 96% F1 via passive JavaScript tracking, though randomized delays only partially mitigate fingerprinting.

William Gitta Lugoloobi, Samuele Marro, Jabez Magomere, Joss Wright and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · Code ★ 7

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5