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MoniTor

MoniTor — Online Reasoning

NeurIPS · 2025

Survey summary

First training-free approach to online VAD: streams frames to a VLM while an LSTM-inspired mechanism models past states, and a dynamically updated scoring queue with an anomaly prior guides the LLM to distinguish normal from abnormal behavior over time.

Training-Free

Training-FreeOnline Reasoning
Training-FreeInstructionOnline VAD