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thuml / Time-Series-Library

A Library for Advanced Deep Time Series Models.
MIT License
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Request for Hyperparameter Search Details #594

Closed knutjstr closed 3 days ago

knutjstr commented 4 days ago

Thank you for your excellent survey paper, "Deep Time Series Models: A Comprehensive Survey and Benchmark," which has been useful for our time series research.

We noticed that the paper mentions two approaches to hyperparameter settings ("Unified Hyperparameters" and "Hyperparameter Search" under section 5.4 Main Results). From reviewing the repository, it seems like the scripts currently use the "Unified Hyperparameters" approach.

Could you provide the exact hyperparameters used in the "Hyperparameter Search" scenario? This would greatly help us reproduce the benchmark results accurately and compare our model fairly against SOTA approaches.

Thank you for your support!

wuhaixu2016 commented 3 days ago

Hi, thanks for your interest. The hyperparameter searching strategy can be found in this paper: TimeMixer (Appendix E, https://arxiv.org/pdf/2405.14616 )