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cs.LG 1

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2026 1

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Point Cloud Sequence Encoding for Material-conditioned Graph Network Simulators

cs.LG · 2026-05-20 · unverdicted · novelty 6.0

PEACH uses a novel spatio-temporal point cloud sequence encoder plus auxiliary supervision to enable zero-shot adaptation of graph network simulators to unseen physical properties, outperforming mesh-based baselines in simulation accuracy while being more deployable for real scenes.

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  • Point Cloud Sequence Encoding for Material-conditioned Graph Network Simulators cs.LG · 2026-05-20 · unverdicted · none · ref 32

    PEACH uses a novel spatio-temporal point cloud sequence encoder plus auxiliary supervision to enable zero-shot adaptation of graph network simulators to unseen physical properties, outperforming mesh-based baselines in simulation accuracy while being more deployable for real scenes.