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quant-ph2026
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…
quant-ph2025
DeepQuantum: A PyTorch-based Software Platform for Quantum Machine Learning and Photonic Quantum Computing
Jun-Jie He, Ke-Ming Hu, Yu-Ze Zhu +12
We introduce DeepQuantum, an open-source, PyTorch-based software platform for quantum machine learning and photonic quantum computing. This AI-enhanced framework enables efficient…