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Author

Luyao Zhuang

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Book Open access Aug 2026

ReLU: Refined Chunk Embeddings Learning for Ultra-long SNP Genomic Prediction in Crop Breeding

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. · 0 citations
#artificial intelligence Preprint Sep 2026

Org-Agent: Beyond Personal Assistants Towards Organizational Agents

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
Review Jul 2026

Zero-Mem: Zero-Token Memory Operations for LLM Agents

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.

Yi-Lin Xiao, Zhe-Han Zhu, Yujing Zhang et al. · 1 citation

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