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Multimodal Time Series Forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
Agriculture textual-numerical time-series dataset	PA-RNet	MSE0.091	36	22d ago
Economy	TaTS	MSE0.01	19	22d ago
Agriculture	PA-RNet	MSE0.094	18	22d ago
TimeMMD Agriculture domain: Retail Broiler Composite 1.0 (test)	UniDiff	MSE0.128	10	3mo ago
Climate textual-numerical time-series dataset	PA-RNet	MSE0.972	6	22d ago
Time-MMD Social Good 2024a (test)	MCD-TSF	MSE1.035	4	2mo ago
Time-MMD Health 2024a (test)	TaTS	MSE1.372	4	2mo ago
Time-MMD Environment 2024a (test)	TeR-TSF	MSE0.251	4	2mo ago
Time-MMD Energy 2024a (test)	MCD-TSF	MSE0.153	4	2mo ago
Time-MMD Climate 2024a (test)	TaTS	MSE1.227	4	2mo ago
Time-MMD Agriculture 2024a (test)	TaTS	MSE0.201	4	2mo ago
TimeMMD Social Good domain: Unemployment Rate 1.0 (test)		MSE0.718	3	3mo ago
TimeMMD Environment domain: Air Quality Index 1.0 (test)	MCD-TSF	MSE0.279	3	3mo ago
TimeMMD Energy domain: Gasoline Prices 1.0 (test)	UniDiff	MSE0.102	3	3mo ago
TimeMMD Economy domain: International Trade Balance 1.0 (test)	UniDiff	MSE0.015	3	3mo ago
TimeMMD Climate domain: Drought Level 1.0 (test)	UniDiff	MSE1.049	3	3mo ago
Traffic textual-numerical time-series dataset	TaTS	MSE0.152	2	22d ago
Social Good textual-numerical time-series dataset	PA-RNet	MSE0.818	2	22d ago
Security textual-numerical time-series dataset	PA-RNet	MSE107.554	2	22d ago
Health textual-numerical time-series dataset	TaTS	MSE1.131	2	22d ago
Environment textual-numerical time-series dataset	PA-RNet	MSE0.259	2	22d ago
Energy textual-numerical time-series dataset	PA-RNet	MSE0.279	2	22d ago
TimeMMD Traffic domain: Travel Volume 1.0 (test)	CALF	MSE0.174	2	3mo ago
TimeMMD Health domain: Influenza Patients Proportion 1.0 (test)	CALF	MSE0.964	2	3mo ago

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