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2026 1

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Reasoning-Aware Training for Time Series Forecasting

cs.LG · 2026-05-09 · unverdicted · novelty 6.0

STRIDE injects distilled LLM reasoning as continuous cross-modal priors into TSFMs via mean-pooled hidden states, achieving SOTA forecasting (0.674 MASE, 0.454 CRPS) on GIFT-Eval and superior reasoning on TFRBench.

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  • Reasoning-Aware Training for Time Series Forecasting cs.LG · 2026-05-09 · unverdicted · none · ref 12

    STRIDE injects distilled LLM reasoning as continuous cross-modal priors into TSFMs via mean-pooled hidden states, achieving SOTA forecasting (0.674 MASE, 0.454 CRPS) on GIFT-Eval and superior reasoning on TFRBench.