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Interpolation-prediction networks for irregularly sampled time series , author=

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Latent Laplace Diffusion for Irregular Multivariate Time Series

cs.LG · 2026-05-19 · unverdicted · novelty 7.0

LLapDiff generates long-horizon forecasts and imputes missing values for irregular multivariate time series by parameterizing latent trajectory evolution in the Laplace domain with complex-conjugate poles instead of sequential integration.

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  • Latent Laplace Diffusion for Irregular Multivariate Time Series cs.LG · 2026-05-19 · unverdicted · none · ref 10

    LLapDiff generates long-horizon forecasts and imputes missing values for irregular multivariate time series by parameterizing latent trajectory evolution in the Laplace domain with complex-conjugate poles instead of sequential integration.