# Low-frequency time series forecasting

Moirai-1.1-R is a time series forecasting foundation model launched by Salesforce, with significant performance improvements for low-frequency data prediction.

A major upgrade of the Moirai-1.0-R model, demonstrating significant improvements across 40 datasets from the Monash repository, with special optimizations for low-frequency data scenarios.

Moirai-1.1-R is a time series forecasting foundation model released by Salesforce, excelling in low-frequency data (such as annual and quarterly data) with approximately 20% performance improvement over its predecessor.