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Scaling Optimal Classification Trees via Adaptive Feature and Sample Reduction

arXiv cs.LG ↗ · 2026-09-10 Cached

This paper introduces a joint feature and sample reduction framework to scale optimal classification tree learning, achieving significant speedups while maintaining predictive performance.

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