2 papers
cs.CR2026
Adaptive Adversaries: A Multi-Turn, Multi-LLM Benchmark for LLM Agent Security
Devina Jain, David Hartmann, Chuan Li
LLM-based agents process external content, exposing them to prompt injection and multi-turn manipulation. Most safety benchmarks evaluate defenders against fixed attack pools colle…
cs.AI2026
One Probe Won't Catch Them All: Towards Targeted Deception Detection
Vikram Natarajan, Devina Jain, Shivam Arora +2
Linear probes are a promising approach for monitoring AI systems for deceptive behaviour. Previous work has shown that a linear classifier trained on a contrastive instruction pair…