Hiroyuki Shimono

The paper introduces ConvCGP, a deep learning framework combining CNNs and autoencoders to predict rice trait genotypic values from compressed genome-wide polymorphism data, outperforming existing methods.

This paper identifies GF14h as the causal gene for low-temperature seed germination in rice and demonstrates its utility in breeding for direct seeding in cold climates.