TempoPFN Pretrains Linear RNN on Synthetic Data for Zero-Shot Time Series Forecasting

TempoPFN, accepted at NeurIPS, pretrains a DeltaProduct-based linear RNN time series foundation model entirely on synthetic data from diverse generators and augmentation pipelines, enabling zero-shot forecasting.

2026-10-19 ~ 2026-10-19 · 2 related posts

• TempoPFN: synthetic pre-training of linear RNNs beats real-data models on GIFT-Eval — Yossarian_1234 · 2026-10-19
• TempoPFN: zero-shot time series forecasting via synthetic pre-training of linear RNNs, NeurIPS accepted — Yossarian_1234 · 2026-10-19