Christian Klötergens
PulseAugur coverage of Christian Klötergens — every cluster mentioning Christian Klötergens across labs, papers, and developer communities, ranked by signal.
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New Copula Model Advances Irregular Time Series Forecasting
Researchers have developed CopFITi, a novel copula model designed for probabilistic forecasting of irregular multivariate time series. This model integrates normalizing flows for individual time series with a Gaussian M…
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New research advances time series forecasting with novel models and benchmarks
Researchers are developing new methods for time series forecasting, focusing on improving accuracy and robustness. Several papers introduce novel attention mechanisms and model architectures designed to better capture c…
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CircuITS model advances irregular time series forecasting with probabilistic circuits
Researchers have introduced CircuITS, a new architecture for forecasting irregular multivariate time series that utilizes probabilistic circuits. This approach aims to improve the accuracy of uncertainty quantification …