# Multimodal Time Series Forecasting on Agriculture Source: [Multimodal Time Series Forecasting on Agriculture]() Collection index: [llms.txt]() Data updated: 2026-05-12T10:56:53.571Z Evaluation of models performing Multimodal Time Series Forecasting on the Agriculture dataset, measured using MSE and MAE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Multimodal Time Series Forecasting | | Dataset (including any stated split) | Agriculture | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MSE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | PA-RNet | 0.094 | Not recorded | 68fa7a6c1e209131cea83198 | | TimeCMA | 0.116 | Not recorded | 68fa7a6c1e209131cea83198 | | TaTS | 0.14 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.146 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.167 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.187 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.189 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.195 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.212 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.215 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.228 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.232 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.244 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.254 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.258 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.29 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TimeVLM | 0.302 | Not recorded | 68fa7a6c1e209131cea83198 | | Time-MMD | 0.338 | Not recorded | 69c21aa20636e5bf4afc4a19 | ### PA-RNet MSE: 0.094. Result ID: 6a03076947f34ce924e6a6b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"iTransformer"}. This record does not assert independent reproduction. ### TimeCMA MSE: 0.116. Result ID: 6a03076947f34ce924e6a6af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TaTS MSE: 0.14. Result ID: 69c2b32e47f34ce924abec82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"6"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.146. Result ID: 69c2b32e47f34ce924abec7d. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"6"}. This record does not assert independent reproduction. ### MindTS MSE: 0.167. Result ID: 69c2b32e47f34ce924abec78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"6"}. This record does not assert independent reproduction. ### TaTS MSE: 0.187. Result ID: 69c2b32e47f34ce924abec83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"8"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.189. Result ID: 69c2b32e47f34ce924abec7e. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"8"}. This record does not assert independent reproduction. ### MindTS MSE: 0.195. Result ID: 69c2b32e47f34ce924abec79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"8"}. This record does not assert independent reproduction. ### MindTS MSE: 0.212. Result ID: 69c2b32e47f34ce924abec7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"AVG"}. This record does not assert independent reproduction. ### TaTS MSE: 0.215. Result ID: 69c2b32e47f34ce924abec86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"AVG"}. This record does not assert independent reproduction. ### MindTS MSE: 0.228. Result ID: 69c2b32e47f34ce924abec7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"10"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.232. Result ID: 69c2b32e47f34ce924abec81. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"AVG"}. This record does not assert independent reproduction. ### TaTS MSE: 0.244. Result ID: 69c2b32e47f34ce924abec84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"10"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.254. Result ID: 69c2b32e47f34ce924abec7f. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"10"}. This record does not assert independent reproduction. ### MindTS MSE: 0.258. Result ID: 69c2b32e47f34ce924abec7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"12"}. This record does not assert independent reproduction. ### TaTS MSE: 0.29. Result ID: 69c2b32e47f34ce924abec85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"12"}. This record does not assert independent reproduction. ### TimeVLM MSE: 0.302. Result ID: 6a03076947f34ce924e6a6ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Time-MMD MSE: 0.338. Result ID: 69c2b32e47f34ce924abec80. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.