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Yifeng Peng

2 accepted papers

2025

Qsco: A Quantum Scoring Module for Open-Set Supervised Anomaly Detection

AAAI 2025technical

Open set anomaly detection (OSAD) is a crucial task that aims to identify abnormal patterns or behaviors in data sets, especially when the anomalies observed during training do not represent all possible classes of anomalies. The recent advances in quantum computing in handling complex data structur…

Cited by 2SourcePDFScholar
2025

TITAN: A Trajectory-Informed Technique for Adaptive Parameter Freezing in Large-Scale VQE

NeurIPS 2025poster

Variational quantum Eigensolver (VQE) is a leading candidate for harnessing quantum computers to advance quantum chemistry and materials simulations, yet its training efficiency deteriorates rapidly for large Hamiltonians. Two issues underlie this bottleneck: (i) the no-cloning theorem imposes a lin…

Cited by 0SourceScholar