PINN-XAF-MTL: A Multi-Modal Deep Learning Framework Integrating Novel Physics-Informed Cross-Attention Fusion for Predicting Multi-Environment Hybrid Performance
Artificial intelligence (AI) is redefining hybrid breeding by shifting the operational paradigm from empirical field screening to predictive representation learning. While next-generation sequencing and high-throughput phenomics have generated massive multi-omics datasets, classical linear models fail to resolve the no...