Comparative Analysis of Time Series Transformers on Multivariate Time Series Data - Premier Science Multivariate time series forecasting, transformer architectures evaluation, informer–reformer–autoformer comparison, probsparse self-attention

doi.org/10.70389/PJS...

#timeseriestransformers #energydemandprediction #transportforecasting #trafficforecasting #weatherpatterns

Cross-Modal Autoencoder Boosts Ramp Flow Forecasting on Highways

STDAE rebuilds ramp flow from mainline traffic; combined with Graph WaveNet it outperformed 13 baselines and matched models using ramp data. getnews.me/cross-modal-autoencoder-... #trafficforecasting #graphwavenet