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期刊&会议

International Conference on Machine Learning · 会议 · Machine Learning

2026-03-26 至 2026-03-26 共收录 1
2502.02861 2026-03-26 stat.ML cs.DS cs.LG

Algorithms with Calibrated Machine Learning Predictions

具有校准机器学习预测的算法

Judy Hanwen Shen, Ellen Vitercik, Anders Wikum

机构 * Department of Management Science \& Engineering, Stanford University, Stanford, CA, USA Department of Computer Science, Stanford University, Stanford, CA, USA

AI总结 本文提出校准作为连接预测信任与算法性能的桥梁,通过滑雪租赁和在线任务调度案例,展示校准预测在高方差环境下提升性能的效果。

Comments Matches the camera-ready version accepted at ICML 2025

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