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  2. Long short-term memory - Wikipedia

    en.wikipedia.org/wiki/Long_short-term_memory

    Long short-term memory (LSTM) [1] is a type of recurrent neural network (RNN) aimed at mitigating the vanishing gradient problem [2] commonly encountered by traditional RNNs. Its relative insensitivity to gap length is its advantage over other RNNs, hidden Markov models , and other sequence learning methods.

  3. Tax withholding in the United States - Wikipedia

    en.wikipedia.org/wiki/Tax_withholding_in_the...

    The form provides the employer with a Social Security number. Also, on the form employees declare the number of withholding allowances they believe they are entitled to. Allowances are generally based on the number of personal exemptions plus an amount for itemized deductions, losses, or credits. Employers are entitled to rely on employee ...

  4. Time aware long short-term memory - Wikipedia

    en.wikipedia.org/wiki/Time_aware_long_short-term...

    Time Aware LSTM (T-LSTM) is a long short-term memory (LSTM) unit capable of handling irregular time intervals in longitudinal patient records. T-LSTM was developed by researchers from Michigan State University, IBM Research, and Cornell University and was first presented in the Knowledge Discovery and Data Mining (KDD) conference. [1]

  5. Starting in January 2020, there’s a new design for Form W-4.The IRS explained that the redesign will reduce confusion for filers and enhance the transparency of the tax withholding system.

  6. Tax withholding - Wikipedia

    en.wikipedia.org/wiki/Tax_withholding

    The primary form of withholding tax discussed is the one applicable to personal income of U.S. residents, a mandatory requirement for all employers across the nation. In the prevailing system, employers collect this withholding tax and transmit it directly to the government, while individuals settle any remaining tax liabilities upon filing ...

  7. Form W-4 - Wikipedia

    en.wikipedia.org/wiki/Form_W-4

    Form W-4 (officially, the "Employee's Withholding Allowance Certificate") [1] is an Internal Revenue Service (IRS) tax form completed by an employee in the United States to indicate his or her tax situation (exemptions, status, etc.) to the employer. The W-4 form tells the employer the correct amount of federal tax to withhold from an employee ...

  8. Government of Massachusetts - Wikipedia

    en.wikipedia.org/wiki/Government_of_Massachusetts

    Massachusetts shares with the five other New England states the New England town form of government. All land in Massachusetts is divided among cities and towns and there are no unincorporated areas, population centers, or townships. Massachusetts has four kinds of public-school districts: local schools, regional schools, vocational-technical ...

  9. 2022 Massachusetts Treasurer and Receiver-General election

    en.wikipedia.org/wiki/2022_Massachusetts...

    The 2022 Massachusetts Treasurer and Receiver-General election took place on November 8, 2022, to elect the Massachusetts Treasurer and Receiver-General. Incumbent Democratic Treasurer Deb Goldberg won re-election, and was challenged by Libertarian Cristina Crawford.