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cs.DC 1

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2026 1

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Large-Scale Regularized Matching on GPU Clusters

cs.DC · 2026-06-05 · unverdicted · novelty 4.0

A PyTorch-based multi-GPU LP solver using column-sharded parallelism, fused kernels, and ridge regularization claims order-of-magnitude speedups and near-linear scaling on GPU clusters for large matching problems.

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  • Large-Scale Regularized Matching on GPU Clusters cs.DC · 2026-06-05 · unverdicted · none · ref 14

    A PyTorch-based multi-GPU LP solver using column-sharded parallelism, fused kernels, and ridge regularization claims order-of-magnitude speedups and near-linear scaling on GPU clusters for large matching problems.