DaoSword/Time-Series-Forecasting-and-Deep-Learning

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.

An Awesome List of the latest time series papers and code from top AI venues.

The best repository showing why transformers might not be the answer for time series forecasting and showcasing the best SOTA non transformer models.

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

Foundation Models for Time Series

Time series forecasting with PyTorch

[PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.