Author

Chenhao Ma

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Preprint Aug 2026

PreGress: Ranking-Native Pre-training and Prompting for Graph Node Ranking

PreGress is proposed, the first ranking-native pre-training and prompting framework for supporting a wide range of node ranking tasks, and designs lightweight, task-specific prompt modules that adapt a frozen ranking backbone to downstream tasks without full retraining.

Lujie Ban, Jiasheng Shi, Yingli Zhou et al. · 0 citations