Awesome Multivariate Forecasting Papers and Source Codes

TSMixer: A Lightweight, High-Performance Alternative to Transformers for Multivariate Time Series Forecasting 738

Time series forecasting is essential across industries—from predicting energy demand and stock trends to managing supply chains and monitoring IoT…

01/13/2026Foundation Models, Multivariate Forecasting, Time-series Forecasting

NeuralForecast: Accurate, Easy-to-Use Neural Time Series Forecasting for Real-World Applications 3883

Time series forecasting remains a core challenge across industries—from retail and energy to finance and logistics. While deep learning has…

12/27/2025Multivariate Forecasting, Probabilistic Forecasting, Time-series Forecasting

TFB: The Fair, Comprehensive Benchmark for Time Series Forecasting That Solves Reproducibility and Bias Problems 1625

Time series forecasting powers critical decisions across industries—from predicting electricity demand and traffic congestion to estimating disease spread and stock…

12/22/2025Multivariate Forecasting, Time-series Forecasting, Univariate Forecasting