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Foundation models for electricity price forecasting and battery arbitrage: Can they replace market-specific forecasting models?

arXiv cs.LG · 18h ago Cached

The paper compares foundation models with market-specific benchmarks for electricity price forecasting, finding that only TabPFN consistently outperforms statistically, but economic value varies by strategy and risk tolerance, suggesting foundation models cannot universally replace tailored models.

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#tabular-models

NOMADD: Numerical Optimization of Models Adapting to Data Drift

arXiv cs.LG · 2026-08-05 Cached

This paper introduces NOMADD, a post-hoc method to reduce concept drift in tabular models by fitting base models on labeled periods and extrapolating compressed parameter changes. It achieves competitive performance with Drift-Resilient TabPFN at a fraction of training and inference cost.

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