Instead of testing models on fixed historical data, Energy-Arena uses a forward-looking approach with real-time submissions and evaluation, preventing researchers from accidentally (or intentionally) tuning models to past data and enabling fair, comparable progress tracking.
Energy-Arena is a dynamic benchmarking platform that solves a major problem in energy forecasting research: models are currently tested on different datasets and time periods, making it impossible to fairly compare progress.