{"id":"2610.03894","title":"Proxy Confidence: Auditing Black-Box LLM Agents with a Surrogate's Log-Probabilities","url":"https://codeofpaper.com/paper/2610.03894","arxiv_url":"https://arxiv.org/abs/2610.03894","published":"2026-10-02","code":"none","best":null,"most_starred_community":null,"implementations":[],"possible_matches":0}