Organizations/academic

Beijing Jiaotong University

1 records1 defense
Oct 4, 2026
Boundary auditing tests interventions before staged agent injections take effect
DefensePaperBeijing Jiaotong University, Mohamed bin Zayed University of Artificial Intelligence, Inria

Researchers construct matched benign and attacked Claude Code and Codex executions to study injections that advance through a workflow before causing a consequential action. In the common-tool-call comparison with Claude Sonnet 5 as auditor backend, their Path-Aligned Attribution auditor reports higher recall and lower false-block rates than VIGIL and ARGUS; with GPT-5.5, results involve a recall–false-block tradeoff. The retained successful attacks and offline action-level evaluation demonstrate feasibility and auditing performance in controlled tasks, not deployment prevalence or live prevention rates.