Genomic prediction can accelerate crop breeding by predicting phenotypes from genome-wide SNP sequences. In practice, this task operates in a severe p \gg n regime, hundreds of thousands to millions of SNPs but only thousands of samples, making end-to-end deep learning prone to overfitting. Genomic foundation models he...
Hua-Chi Zhou, Jia-He Du, Yu-Jing Zhang et al.· Proceedings of the 32nd ACM...· 0 citations
Org-Agent is introduced, a unified constraint-centric reasoning framework that organizes task execution in three stages and decomposes a task into atomic subtasks and constructs a task dependency graph whose edges encode the dependencies among them.
Lu-Yao Zhuang, Yu-Jing Zhang, Zi-Jin Hong et al.· 0 citations
The results show that structured agent memory need not generate an intermediate representation of the past, and Zero-Mem achieves competitive performance while eliminating LLM calls and LLM-token consumption from memory operations.