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#machine learning Preprint Sep 2026

An Input-Frugal Deep Learning Framework for Weather-Driven National Crop-Yield Forecasting: A Case Study of Brazilian Soybean

Reliable, timely crop-yield forecasts are essential for market stability and risk management, yet many approaches rely on costly or hard-to-scale inputs. We present a frugal, transferable, and architecture-agnostic deep learning framework that uses routine weather as the only time-varying input plus two lightweight sta...

Fernando Dupin da Cunha Mello, Prashant Kumar, Erick G. Sperandio Nascimento Stricto Sensu Department et al. · 0 citations

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