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ResearchFormerly WizWand

Multimodal time-series forecasting on Agriculture textual-numerical time-series dataset

0.091MSEPA-RNet
0.078080.165290.25250.33971Aug 6, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PA-RNetBackbone=PatchTST2025.080.0910.195
MM-TSFLibBackbone=PatchTST2025.080.0920.196
TaTSBackbone=PatchTST2025.080.0920.195
Uni-modalBackbone=PatchTST2025.080.0930.197
MM-TSFLibBackbone=iTransformer2025.080.0940.205
TaTSBackbone=iTransformer2025.080.0940.204
PA-RNetBackbone=iTransformer2025.080.0940.204
Uni-modalBackbone=iTransformer2025.080.0960.209
TaTSBackbone=FiLM2025.080.0990.196
PA-RNetBackbone=FiLM2025.080.0990.196
Uni-modalBackbone=FEDformer2025.080.10.234
TaTSBackbone=FEDformer2025.080.10.236
PA-RNetBackbone=FEDformer2025.080.10.228
Uni-modalBackbone=FiLM2025.080.10.198
MM-TSFLibBackbone=FiLM2025.080.10.198
MM-TSFLibBackbone=FEDformer2025.080.1010.232
PA-RNetBackbone=Autoformer2025.080.1020.233
Uni-modalBackbone=Autoformer2025.080.1030.235
MM-TSFLibBackbone=Autoformer2025.080.1030.236
TaTSBackbone=Autoformer2025.080.1040.237
MM-TSFLibBackbone=DLinear2025.080.1440.259
PA-RNetBackbone=DLinear2025.080.150.276
TaTSBackbone=DLinear2025.080.1520.277
PA-RNetBackbone=Transformer2025.080.1530.28
TaTSBackbone=Transformer2025.080.1580.282
PA-RNetBackbone=Crossformer2025.080.1720.276
TaTSBackbone=Crossformer2025.080.1770.287
Uni-modalBackbone=DLinear2025.080.1950.334
PA-RNetBackbone=Informer2025.080.2060.313
TaTSBackbone=Informer2025.080.2140.319
MM-TSFLibBackbone=Transformer2025.080.230.328
MM-TSFLibBackbone=Crossformer2025.080.2480.35
Uni-modalBackbone=Transformer2025.080.2830.367
Uni-modalBackbone=Crossformer2025.080.3090.405
MM-TSFLibBackbone=Informer2025.080.3420.419
Uni-modalBackbone=Informer2025.080.4140.471