2 papers
cs.LG2026
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…
cs.CR2025
Q-Detection: A Quantum-Classical Hybrid Poisoning Attack Detection Method
Haoqi He, Xiaokai Lin, Jiancai Chen +1
Data poisoning attacks pose significant threats to machine learning models by introducing malicious data into the training process, thereby degrading model performance or manipulat…