Author

Jing-Chi Jiang

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Preprint Sep 2026

CoFiE: Coarse-to-Fine Evidence Selection for Efficient Streaming Video Understanding

Streaming video understanding requires Vision Language Models (VLLMs) to process growing video streams and answer user questions under tight latency constraints. Existing methods improve efficiency through token pruning and memory-bank schemes, but mainly reduce visual tokens after visual encoding. Consequently, downst...

Jing-Chi Jiang, Yi-Ran Ling, Ruo-Nan Li et al. · 0 citations

#artificial intelligence Preprint Sep 2026

H2Table: Hierarchical Hypergraph-Enhanced Large Language Models for Complex Table Reasoning

This work proposes H2Table (Hierarchical Hypergraph-Enhanced Table Reasoning), a novel framework that represents complex tables as hierarchical nested hypergraphs, and designs a tailored hypergraph encoder to facilitate message passing between hyperedges and nodes within complex tables.

Jia Ling, Yang-Fan Wang, Chen Tang et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Deploying and Evaluating a Smart-Agriculture Agentic Engine for Full-Season Soybean Farm Operations

FAIRY is developed to execute and evaluate agentic agronomic operations on full-season spatiotemporal workflows that span ridge preparation, planting, irrigation, fertilization, pest and disease treatment, harvest, grain handling, drying, and storage, and an evaluation suite that combines agentic success, full-path spa...

Ao Qu, Panagiotis Michelakis, Lin-Yuan Han et al. · 0 citations