ICML2025-MainTrack-Submission#1102-Reviewer:5yS6
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Table 1: Comparison to the most recent baselines available at https://github.com/thuml/Time-Series-Library
Window Ours D3VAE Pyraformer Autoformer PatchTST DLinear FEDformer TimesNet 8-8 0.136/0.214 0.251/0.398 0.228/0.338 0.198/0.321 0.872/0.660 0.803/0.719 0.205/0.327 0.318/0.380 16-16 0.153/0.224 0.308/0.437 0.241/0.351 0.170/0.294 0.270/0.332 0.357/0.425 0.180/0.300 0.157/0.261 32-32 0.144/0.203 0.410/0.534 0.260/0.364 0.170/0.290 0.198/0.271 0.243/0.330 0.186/0.301 0.147/0.250