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Author

Xiang Wang

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Preprint Aug 2026

Beyond Hazard Resemblance: Contrastive Event Adjudication for Training-Free Video Anomaly Detection

This work proposes Contrastive Event Adjudication for training-free Video Anomaly Detection (CEAVAD), which shifts the unit of inference from isolated anomaly concepts to falsifiable event hypotheses and establishes an inference-time explanatory boundary through the interaction between competing explanations and video...

Wen-Ti Yin, Xiang Wang, Hua-Xin Zhang et al. · 0 citations
Preprint Jul 2026

FilmWorld: Agentic Novel-to-Film Generation through Dynamic Cinematic World Modeling

FilmEval is introduced, a systematic evaluation framework that couples a difficulty-graded benchmark of 15 representative novels with an automated protocol of nine objective metrics spanning three dimensions: cinematic presentation, film consistency, and novel fidelity.

Jialong Zuo, Haotong Zuo, Shiwei Zhang et al. · 0 citations

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