A regional-attention transformer surrogate learns the spatiotemporal dynamics of driven open quantum systems, achieving high fidelity and up to 1485x acceleration over numerical solvers.
Nature Photonics13(5), 346–351 (2019)
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Learning spatially structured open quantum dynamics with regional-attention transformers
A regional-attention transformer surrogate learns the spatiotemporal dynamics of driven open quantum systems, achieving high fidelity and up to 1485x acceleration over numerical solvers.