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stat.ML 1

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2025 1

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A Deep Generative Model for the Simulation of Discrete Karst Networks

stat.ML · 2025-06-11 · conditional · novelty 5.0

A two-step pipeline of a graph recurrent network and a graph denoising diffusion model learns to generate stochastic discrete karst networks from subgraphs of two mapped cave systems, reproducing most geometric and topological metrics except tortuosity.

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  • A Deep Generative Model for the Simulation of Discrete Karst Networks stat.ML · 2025-06-11 · conditional · none · ref 5

    A two-step pipeline of a graph recurrent network and a graph denoising diffusion model learns to generate stochastic discrete karst networks from subgraphs of two mapped cave systems, reproducing most geometric and topological metrics except tortuosity.