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quant-ph2026
Q-Edge: Symmetry-Reduced Quantum Simulation of Structured Extreme Dependence
Hongrui Zhang, Paolo Recchia, Ying Chen
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-ph2025
Transformer-Based Neural Quantum Digital Twins for Many-Body Spectral Reconstruction and Adaptive Quantum-Annealing Schedule Design
Jianlong Lu, Hanqiu Peng, Hongrui Zhang +1
We introduce Transformer-based Neural Quantum Digital Twins (Tx-NQDTs) to reconstruct the low-energy spectral evolution of many-body quantum systems along quantum-annealing paths,…