This repository aggregates recent research papers on time series analysis from top AI venues including ICLR, NeurIPS, KDD, AAAI, ICML, ACL, WWW, and WSDM. It covers time series forecasting, anomaly detection, early classification, irregular time series learning, representation learning, and foundation models. The list is maintained as a community resource with contributions from researchers.