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Machine learning fails as a predictor for nitrogen rate optimization in winter wheat, with no model able to recover the best rate within farm tolerance

On this bench, machine learning fails as a predictor. No model recovers the best rate within farm tolerance, and the benchmark noise shows none can.
Machine Learning30 Aug 2026

http://arxiv.org/abs/2608.27205v1