作者位次 #2/3NeurIPS 2026Poster
Adaptive Adversaries: A Multi-Turn, Multi-LLM Benchmark for LLM Agent Security
Devina Jain · David Hartmann · Chuan Li
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Devina Jain · David Hartmann · Chuan Li
David Hartmann · Lena Pohlmann · Lelia Hanslik · Noah Gießing · Bettina Berendt · Pieter Delobelle
Large Language Models (LLMs) exhibit systematic biases across demographic groups. Auditing is proposed as an accountability tool for black-box LLM applications, but suffers from resource-intensive query access. We conceptualise auditing as uncertainty estimation over a target fairness metric and...