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cs.LG 1

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2025 1

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Effective Capacitance Modeling Using Graph Neural Networks

cs.LG · 2025-07-04 · unverdicted · novelty 7.0

GNN-Ceff is the first graph neural network model for post-layout effective capacitance prediction in VLSI circuits, delivering up to 929x speedup over serial state-of-the-art methods with improved accuracy on real benchmarks.

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  • Effective Capacitance Modeling Using Graph Neural Networks cs.LG · 2025-07-04 · unverdicted · none · ref 1

    GNN-Ceff is the first graph neural network model for post-layout effective capacitance prediction in VLSI circuits, delivering up to 929x speedup over serial state-of-the-art methods with improved accuracy on real benchmarks.