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quant-ph2026
Evidential Quantum Vertical Federated Learning
Hao Luo, Zhiyuan Zhai, Qianli Zhou +3
Quantum federated learning (QFL) has recently emerged as a promising paradigm for privacy-preserving collaborative learning, yet most existing studies focus on horizontal federated…
quant-ph2024
Attribute Fusion-based Evidential Classifier on Quantum Circuits
Hao Luo, Qianli Zhou, Lipeng Pan +2
Dempster-Shafer Theory (DST) as an effective and robust framework for handling uncertain information is applied in decision-making and pattern classification. Unfortunately, its re…
quant-ph2021
BF-QC: Belief Functions on Quantum Circuits
Qianli Zhou, Guojing Tian, Yong Deng
Dempster-Shafer Theory (DST) of belief function is a basic theory of artificial intelligence, which can represent the underlying knowledge more reasonably than Probability Theory (…