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Author

W. Zuo

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#machine learning Preprint Sep 2026

LoGIC: Budgeted Context Construction for Node-Level Graph In-Context Learning with Tabular Foundation Models

This work investigates context construction for node-level graph ICL: which labeled nodes and auxiliary unlabeled nodes should constitute the prompt for specified queries, and identifies when retrieval channels work best and connects their behavior with graph properties.

Ming-Qi Yang, Zi-Dong-Wei-Zhi-Yuan-He-Tongtang Guo, Ji-Hui Yang et al. · 0 citations

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