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quant-ph2026
Q-Edge: Symmetry-Reduced Quantum Simulation of Structured Extreme Dependence
Hongrui Zhang, Paolo Recchia, Ying Chen +1
High-dimensional simulation of multivariate extremes is fundamentally limited by the combinatorial complexity of dependence, often more than by the scarcity of extreme observations…
quant-ph2026
When Similarity Is Interaction-Driven: Quantum Kernels for Regime-Sensitive Learning
Hanqiu Peng, Jianlong Lu, Ying Chen
Similarity in many decision systems is governed not by distance alone but by interactions among variables. In fraud and anomaly detection, small local perturbations can cross inter…