most citedMitigating Catastrophic Forgetting in Target Language Adaptation of LLMs via Source-Shielded Updates

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cs.LG2026

CITRAS: Covariate-Informed Transformer for Time Series Forecasting

Yosuke Yamaguchi, Issei Suemitsu, Wenpeng Wei

In time series forecasting, covariates represent external factors that influence target variables. Some covariates are observable only in the past (observed covariates, such as rec…