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quant-ph2025
Alleviating CoD in Renewable Energy Profile Clustering Using an Optical Quantum Computer
Chengjun Liu, Yijun Xu, Wei Gu +4
The traditional clustering problem of renewable energy profiles is typically formulated as a combinatorial optimization that suffers from the Curse of Dimensionality (CoD) on class…
cs.LG2025
HiQ-Lip: A Hierarchical Quantum-Classical Method for Global Lipschitz Constant Estimation of ReLU Networks
Haoqi He, Yan Xiao, Wenzhi Xu +3
Estimating the global Lipschitz constant of neural networks is crucial for understanding and improving their robustness and generalization capabilities. However, precise calculatio…