Skip to content

Update gate RNN (UGRNN) #8

@MartinuzziFrancesco

Description

@MartinuzziFrancesco

Paper

https://arxiv.org/pdf/1611.09913

Equations

$$\begin{aligned} \mathbf{c}(t) &= s\left( \mathbf{W}_{hh}^c \, \mathbf{h}(t-1) + \mathbf{W}_{xh}^c \, \mathbf{x}(t) + \mathbf{b}^c \right), \\\ \mathbf{g}(t) &= \sigma\left( \mathbf{W}_{hh}^g \, \mathbf{h}(t-1) + \mathbf{W}_{xh}^g \, \mathbf{x}(t) + \mathbf{b}^g \right), \\\ \mathbf{h}(t) &= \mathbf{g}(t) \circ \mathbf{h}(t-1) + \left( 1 - \mathbf{g}(t) \right) \circ \mathbf{c}(t). \end{aligned}$$

Official implementation

none

Metadata

Metadata

Assignees

No one assigned

    Labels

    cellA new cell of computation, single time stepgood first issueGood for newcomers

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions