Empowering Time Series AI: How Salesforce is Leveraging Synthetic Data to Enhance Foundation Models

Empowering Time Series AI: How Salesforce is Leveraging Synthetic Data to Enhance Foundation Models

Time series analysis faces significant hurdles in data availability, quality, and diversity, critical factors in developing effective foundation models. Real-world datasets often fall short due to regulatory limitations, inherent biases, poor quality, and limited paired textual annotations, making it difficult to create robust, generalizable Time Series Foundation Models (TSFMs) and Large Language Model-based Time Series Models (TSLLMs). This sc…