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Paper · arXiv

Poisoned into Action: Context Attacks on Typed Decision Workflows

Typed decision interfaces restrict models to predefined actions, yet schema-valid choices can still trigger policy-violating state changes. Evaluating context poisoning thus requires connecting model decisions to execution outcomes while accounting for legitimate automation retained by defenses. We introduce an execution-aware protocol tracing poisoned evidence through retrieval, model choice, automated action, and persisted state. We evaluate it with 1,659 fresh calls to Jev-1.13.0 across 20 development tasks in two synthetic workflows, using three repetitions per condition. Under natural retrieval, a standalone payload reaches all 60 trials and produces five security-violating execution...

AuthorsChenkai Wu, Xing Chang, Jun Yan
Primary categorycs.CR
Published11 October 2026
Last updated at source11 October 2026
cs.CRcs.LG
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