Time Series Papers Title Venue Year Code Review Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting NIPS '22 ✓ 🔧 PSA-GAN: Progressive self attention GANs for synthetic time series ICLR '22 ✓ 🔧 Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting NIPS '21 ✓ ✓ Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting AAAI '21 ✓ 🔧