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cs.LG 1

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2025 1

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REJECT 1

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Frequency-Constrained Learning for Long-Term Forecasting

cs.LG · 2025-08-02 · reject · novelty 3.0

Initializing sinusoidal time embeddings with FFT-extracted dominant frequencies and constraining their learning rate yields mixed improvements on traffic forecasting benchmarks, contradicting the paper's claim of consistent gains.

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  • Frequency-Constrained Learning for Long-Term Forecasting cs.LG · 2025-08-02 · reject · none · ref 3

    Initializing sinusoidal time embeddings with FFT-extracted dominant frequencies and constraining their learning rate yields mixed improvements on traffic forecasting benchmarks, contradicting the paper's claim of consistent gains.