Instruction-Tuned From survey PDF — verify links
Vad-R1
Vad-R1 — Anomaly Reasoning
NeurIPS · 2026Human-reviewed summary status
Survey summary
Vad-R1 introduces Video Anomaly Reasoning (VAR), requiring MLLMs to reason step-by-step via a Perception-to-Cognition Chain-of-Thought; trained on the new Vad-Reasoning dataset with supervised fine-tuning followed by AVA-GRPO reinforcement learning using a self-verification reward under limited annotations.
Taxonomy placement
Instruction-Tuned
Instruction-TunedAnomaly Reasoning
Method characteristics
Instruction-TunedPerception-to-Cognition CoTAVA-GRPOReasoning