QuLoC: Photonic Quantum-Assisted Low-Rank LLM Compression

Xiao-Hui Ni, Yu-Han Yao, Yu-Ze Zhu +4

As LLMs grow in size, compression becomes increasingly important for efficient deployment. SVD-based low-rank compression reduces parameter counts but can degrade downstream perfor…