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M. Msahli

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Preprint Aug 2026

An Inline Control Architecture for Language Models in Intelligent Transportation Systems

Results show that unguarded and prompt-only baselines retain residual vulnerability under multi-turn adversarial trials, while Guarded-V2X consistently reduces intrusion acceptance success rates and eliminates observed unsafe completions in two-turn settings, without exceeding latency budgets for V2X semantic advisory...

N. Dewangan, M. Msahli · 0 citations

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