Author

Yang-Yi Huang

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#artificial intelligence Preprint Oct 2025

Compositional Machine Design as Program Synthesis with LLMs

Large language models (LLMs) have shown strong abilities in writing and revising programs, yet many program-synthesis benchmarks still evaluate programs in symbolic or digital environments. We introduce compositional machine design, a physically grounded form of program synthesis where machines are written as programs...

Wenqiang Zhang, Yang-Yi Huang, Wei-yu Liu et al. · 2 citations · ⚡1

#machine learning Preprint Aug 2026

Normalized Low-Rank Adaptation

Normalized Low-Rank Adaptation (NoRA) is introduced, a simple yet effective method that normalizes the down-projection matrices during training, improving standard LoRA without requiring repeated normalization throughout training.

Jia-Le Kang, Zi-Yin Yue, Zheng Zhan et al. · 0 citations