Inductive Venn-Abers and related regressors

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On September 7, 2026, a research report titled “Inductive Venn-Abers and related regressors” was published under the arXiv cs.LG category. This article primarily discusses inductive regressors based on the Venn-Abers method and its related variant models.

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A arXiv cs.LG en 2026-09-07 12:00

arXiv:2605.06646v2 发布论文《Inductive Venn-Abers and related regressors》，将仅适用于二分类及有界回归的 Venn-Abers 预测器推广至无界回归场景，该方法通过引入 conformal prediction 元素实现。研究在模拟与实证中考察了由此生成的点回归器的预测效率，论证其在训练集规模较大时能较标准回归器提升预测效率。