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Why do tree-based models still outperform deep learning on typical tabular data? Advances in Neural Information Processing Systems, 35: 0 507--520, 2022

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Optimal hypersurface decision trees

cs.LG · 2025-09-15 · unverdicted · novelty 8.0

Proposes the first algorithm for optimal hypersurface decision trees with time complexity O(K! × N^{DG+G}) plus pruning and incremental checks that reduce practical cost.

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  • Optimal hypersurface decision trees cs.LG · 2025-09-15 · unverdicted · none · ref 6

    Proposes the first algorithm for optimal hypersurface decision trees with time complexity O(K! × N^{DG+G}) plus pruning and incremental checks that reduce practical cost.