Training-Free From survey PDF — verify links
MoniTor
MoniTor — Online Reasoning
NeurIPS · 2025Human-reviewed summary status
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.
Taxonomy placement
Training-Free
Training-FreeOnline Reasoning
Method characteristics
Training-FreeInstructionOnline VAD