Beyond Market Intelligence/time series foundation models

time series foundation models

One story filed under time series foundation models on Beyond Market Intelligence. The newest of them: “Synthetic data opens a new path to zero-shot time series forecasting”. Synthetic data is quietly solving one of time series forecasting's biggest hurdles: getting enough diverse training examples. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every time series foundation models story on Beyond Market Intelligence, newest first.

Synthetic data opens a new path to zero-shot time series forecasting
Machine Learning

Synthetic data opens a new path to zero-shot time series forecasting

Synthetic data is quietly solving one of time series forecasting's biggest hurdles: getting enough diverse training examples. This NeurIPS 2026 paper builds a library of synthetic generators and augmentations to train a linear RNN foundation model, proving that carefully constructed fake data can unlock zero-shot performance on real tasks. The approach already powers Toto-2 and TS-ICL, which gives it practical weight. For anyone wrestling with sparse or messy temporal data, this is a path worth exploring.

time series foundation models | Beyond Market Intelligence