TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting — mentioned by longdog

Tue, 26 Mar 2024 04:45:44 GMT

Interesting, but I'm very skeptical. There are over a dozen transformers-based foundation time series model released in the past year and without fail, every one of them claims to be at or near SOTA. For example: - Time-LLM (https://arxiv.org/abs/2310.01728) - Lag-Llama (https://arxiv.org/abs/2310.08278) - UniTime (https://arxiv.org/abs/2310.09751) - TEMPO (https://arxiv.org/abs/2310.04948) - TimeGPT (https://arxiv.org/abs/2310.03589) - TimesFM (https://arxiv.org/html/2310.10688v2) - GPT4TS (https://arxiv.org/pdf/2308.08469.pdf) Yet not a SINGLE transformer-based model I've managed to…

Paper and discussion history. A mention is not an endorsement.

TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting · HackerPapers discussions

TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting — mentioned by longdog