act on local Hilbert spaces, and form an algebra over the complex field. Based on this, the package provides the following features: Unitcell Description Framework: The Hamiltonian can be constructed ...
CPiRi: Channel Permutation-Invariant Relational Interaction for Multivariate Time Series Forecasting
CPiRi enables channel-permutation-invariant MTSF by combining frozen temporal encoding with lightweight spatial attention trained via channel shuffling, achieving SOTA accuracy with zero performance ...
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