Author

Chuan Li

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Jul 2026

Adaptive Adversaries: A Multi-Turn, Multi-LLM Benchmark for LLM Agent Security

A 21-scenario benchmark for adaptive cross-session attacks against fresh-session LLM defenders is presented: an autonomous LLM attacker observes prior defender responses and pivots across rounds, while each defender response is evaluated as a fresh interaction.

Devina Jain, David Hartmann, Chuan Li · arXiv.org · 1 citation · ⚡1