Benchmarks: Kumo, Nori, Chronos-2 vs tuned LightGBM for power prices

nkafr · reddit · 2026-11-07

The author benchmarked tabular foundation models (Kumo, Nori), time-series foundation models (Chronos-2, TimesFM-3), and tuned LightGBM/CatBoost on German day-ahead electricity price forecasting, using the foundation models zero-shot on electricity market data with comparable information across models. The writeup covers experimental setup, using tabular foundation models for forecasting without data leakage, comparison against tuned tree-based baselines, and how extra training data shifts the traditional ML results. Full tutorial on Substack.

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