Author

Shu-Jun Wang

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Preprint Sep 2026

Revitalizing Medical Time Series with Vision-Informed Retrieval: A Vision-Language Perspective

Medical time series (MedTS) underpin many clinical classification tasks, yet existing methods usually represent them only as numerical sequences and underuse the morphology that is explicit in waveform inspection. To bridge this gap, we introduce Vision-Informed Retrieval (ViRe), which uses a frozen VLM-derived wavefor...

Guo-Qi Yu, Jun-Cheng Wang, Shu-Jun Wang · 0 citations

Preprint Jul 2026

Beyond Time Shifts: Adapting Omni-LLM as a Reference-Free Evaluator for Generative Audio-Visual Models

As audio-visual generative models evolve into world simulators, cross-modal synchronization stands as a critical proxy for assessing the consistency of world dynamics and causality in generated content. However, existing evaluation metrics presume structural correctness, reducing synchronization to mere temporal alignm...

Yi-Jie Qian, Juncheng Wang, Chao Xu et al. · 0 citations