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Time Of Troubles
arXiv (Cornell University)
Revisiting Multivariate Time Series Forecasting with Missing Values
2025
Missing values are common in real-world time series, and multivariate time series forecasting with missing values (MTSF-M) has become a crucial area of research for ensuring reliable predictions. To address the challenge of missing data, current approaches ha…
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Time Of Troubles

1598–1613 chaotic period of Russian history

The Time of Troubles (Russian: Смутное время, romanized: Smutnoye vremya ), or Smuta (Russian: Смута), was a period of political crisis in the Tsardom of Russia which began in 1598 with the death of Feodor I, the last of the Rurik dynasty, and ended in 1613 with the accession of Michael I of the House of Romanov.

It was a period of deep social crisis and lawlessness following the death of Feodor I, a weak and possibly intellectually disabled ruler who died without an heir. His death ended the Rurik dynasty, leading to a violent succession crisis with numerous usurpers and false Dmitrys (imposters) claiming the title of tsar.

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arXiv (Cornell University)
Revisiting Multivariate Time Series Forecasting with Missing Values
2025
Missing values are common in real-world time series, and multivariate time series forecasting with missing values (MTSF-M) has become a crucial area of research for ensuring reliable predictions. To address the challenge of missing data, current approaches have developed an imputation-then-prediction framework that uses imputation modules to fill in missing values, followed by forecasting on the imputed data. However, this framework overlooks a critical issue: there is no ground truth for the missing values, makin…
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