AI RESEARCH

SoilX: Calibration-Free Comprehensive Soil Sensing through Contrastive Cross-Component Learning

arXiv CS.LG

ArXi:2511.05482v2 Announce Type: replace Precision agriculture demands continuous and accurate monitoring of soil moisture (M) and key macronutrients, including nitrogen (N), phosphorus (P), and potassium (K), to optimize yields and conserve resources. Wireless soil sensing has been explored to measure these four components; however, current solutions require recalibration (i.e., re