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Ridge Regression Beats Transformers on 6 of 8 Standard Time-Series Benchmarks

Summary

The industry is investing heavily in time-series foundation models; this paper's finding that preprocessing choices—not model capacity—drive benchmark accuracy directly challenges that capital allocation.