Author

Yi-Ru Fang

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Preprint Sep 2026

TeQCo: Temporal Quota Consistency for Training-Free Video Token Compression

Video token compression must control both temporal coverage and task relevance, but sequential stages can conflict: a content-driven allocation stage may be overwritten by a global ranking that removes entire temporal positions. We identify this as an allocation conflict and propose TeQCo, a training-free framework tha...

Yu-Qi Li, Xiang-Long Wang, Neilier Rodrigues et al. · 0 citations

#natural language process... Preprint Sep 2026

MedTRACE: Tool-Augmented Multimodal Clinical Reasoning Agents for Evidence-Grounded Decision-Making

Multimodal clinical decision-making requires reliable reasoning over heterogeneous evidence from electronic health records, medical images, and physiological signals. Existing models typically map these inputs directly to diagnoses without explicitly assessing evidence sufficiency, tool-use requirements, or diagnostic...

Ji Lu, Li-Fei Liu, Hao-Ran Yu et al. · 0 citations

#machine learning Preprint Sep 2026

Decision-Oriented Uncertainty Quantification for Risk Control in Earth System Spatiotemporal Foundation Models

Earth system modeling is shifting from task-specific predictors toward foundation models with general spatiotemporal representation capabilities. Although these models can jointly encode dynamic Earth fields, external forcings, and static geographic context for multistep forecasting, accurate point predictions or stati...

Ji Lu, Hui-Ran Duan, Bo Zhao et al. · 0 citations