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Image Credit: Arxiv

Time Tracker: Mixture-of-Experts-Enhanced Foundation Time Series Forecasting Model with Decoupled Training Pipelines

  • Time Tracker model proposed for multivariate time series forecasting.
  • Utilizes sparse mixture of experts within Transformers to handle diverse time series patterns.
  • Introduces Any-variate Attention for unified modeling of both univariate and multivariate time series.
  • Incorporates a graph learning module to capture inter-series dependencies for improved predictions.

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