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Fuyuan Xiao

2 accepted papers

2026

TrustworthyQENN: A Quantum Evidential Neural Network Based on Complex-Valued Contrastive Learning for Uncertainty Pattern Classification

ICML 2026poster

Out-of-Distribution (OOD) detection requires accurately classifying In-Distribution (ID) samples while effectively distinguishing anomalous OOD data. However, existing methodologies predominantly rely on real-valued magnitude features, neglecting the semantic richness embedded in phase information, …

Cited by 0SourceScholar
2025

An Adaptive Quantum Circuit of Dempster's Rule of Combination for Uncertain Pattern Classification

NeurIPS 2025poster

In pattern classification, efficient uncertainty reasoning plays a critical role, particularly in real-time applications involving noisy data, ambiguous class boundaries, or overlapping categories. Leveraging the advanced computational power of quantum computing, an Adaptive Quantum Circuit for Demp…

Cited by 0SourceScholar