elliptic pdes 1localized orthogonal decomposition 1multiscale problems 1neural operators 1surrogate modeling 1
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quant-ph2025
Quantum mixture-density network for multimodal probabilistic prediction
Jaemin Seo
Multimodal probability distributions are common in both quantum and classical systems, yet modeling them remains challenging when the number of modes is large or unknown. Classical…
quant-ph2025
Multivariate unbounded quantum regression via log-ratio probabilities mitigating barren plateaus
Jaemin Seo
Quantum neural networks (QNNs) have shown remarkable potential due to their capability of representing complex functions within exponentially large Hilbert spaces. However, their a…