Author

Sichao Wu

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Review Aug 2026

MonitorVLM-v2: A Deployed Vision-Language Framework for Real-Time Safety Violation Detection

MonitorVLM-v2 is presented, a deployment-oriented framework that recasts VLM-based safety assessment as probabilistic inference over a finite regulatory decision space, compressing multimodal reasoning into single-step rule-ID predictions and reducing decoding from a variable-length sequence to a single token.

Jiang Wu, Sichao Wu, Yinsong Ma et al. · 0 citations