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Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-F

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1 SIGNALFIRST DETECTED 13 August 2026
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20 Mar
Open-o3-Video: Grounded Video Reasoning with Explicit Spatio-Temporal Evidence

arXiv:2510.20579v2 Announce Type: replace-cross Abstract: Most video reasoning models only generate textual reasoning traces without indicating when and where key evidence

REPORT · WHERE · ArXiv CS.AIOPEN STORY
11 Aug
SCOUT: Self-Checking and Recovery-Aware Tool-Thought Agents for Ultra-Long Egocentric Video Reasoning

arXiv:2608.07959v1 Announce Type: new Abstract: Ultra-long egocentric video understanding requires reasoning over temporally sparse evidence distributed across hours or days,

REPORT · WHAT · ArXiv CS.AIOPEN STORY
23 Jul
Hazard or Anomaly? Evaluating VLMs for Understanding Dangers and Discrepancies

arXiv:2607.18325v1 Announce Type: cross Abstract: Modern safety-critical systems increasingly rely on human-robot interaction to reduce disaster risk and support decision-making

REPORT · WHAT · ArXiv CS.AIOPEN STORY
27 Apr
PermaFrost-Attack: Stealth Pretraining Seeding(SPS) for planting Logic Landmines During LLM Training

arXiv:2604.22117v1 Announce Type: cross Abstract: Aligned large language models(LLMs) remain vulnerable to adversarial manipulation, and their dependence on web-scale pretraining

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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