A new 7-country, 6-pollutant, 14,000-series air-quality benchmark shows top time-series foundation models outperform classical baselines zero-shot, with the vision-based VisionTS++ leading.
Analysis of Air Pollution Data in India between 2015 and 2019 , volume=
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Air Quality Arena: A Large-Scale Multi-Region Ground Monitoring Dataset and Benchmark for Air Quality Forecasting with Time-Series Foundation Models
A new 7-country, 6-pollutant, 14,000-series air-quality benchmark shows top time-series foundation models outperform classical baselines zero-shot, with the vision-based VisionTS++ leading.