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2025 1

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PLACE: Prompt Learning for Attributed Community Search in Large Graphs

cs.IR · 2025-07-07 · unverdicted · novelty 6.0

PLACE is a prompt-augmented graph framework for attributed community search that integrates learnable tokens with GNNs via alternating training and divide-and-conquer scaling, achieving 22% higher average F1 scores than prior methods on nine real-world graphs.

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  • PLACE: Prompt Learning for Attributed Community Search in Large Graphs cs.IR · 2025-07-07 · unverdicted · none · ref 59

    PLACE is a prompt-augmented graph framework for attributed community search that integrates learnable tokens with GNNs via alternating training and divide-and-conquer scaling, achieving 22% higher average F1 scores than prior methods on nine real-world graphs.