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Jia-Wei Gu

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Book Open access Oct 2026

A Screening Method for Children with Autism Spectrum Disorder Based on a Dual-Stream, Multi-Scale, Cross-Modal Attention Mechanism

Early screening for autism spectrum disorder (ASD) currently relies on behavioral observation, which suffers from subjectivity and delays. There is an urgent clinical need for objective, quantifiable auxiliary methods. Unimodal approaches based solely on facial expressions or functional near-infrared spectroscopy (fNIR...

Hao-Ran Sun, Bang Li, Xiao-Qing Jiang et al. · 0 citations
#small language model Preprint Sep 2026

Probe-VAD: Ordinal Likelihood Probing for Training-Free Video Anomaly Detection

Probe-VAD is proposed, an ordinal binary-probing framework that directly probes severity preferences from a frozen VLM, providing a simple interface for translating frozen VLM visual understanding into continuous, rank-sensitive anomaly scores without task-specific training or caption-based compression.

Jia-Wei Gu, Qi-Lin Zhao, Teng-Kuo Guo et al. · 1 citation

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