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CastStar

CastStar is a time-series forecasting agent.

On GIFT-Eval, the current experimental configuration achieves:

Metric Result
Normalized MASE 0.672452
Normalized CRPS 0.459657
Composite 0.566054

[2026-07-02] The current result ranks first by MASE Rank and second by CRPS Rank among the evaluated submissions at the time of evaluation.

Code Availability

The training, data-preparation, and inference code is being organized and documented. The complete implementation and reproduction instructions will be open-sourced soon.

Citation

@misc{caststar2026,
  title        = {CastStar},
  author       = {{USTC-AGI Group}},
  year         = {2026},
  howpublished = {\url{https://github.com/ustc-time-series/CastStar}},
  note         = {GitHub repository},
}

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