Recurrent Cells Reference#

This page documents all custom recurrent cells provided in the torchrecurrent.cells module.

`torchrecurrent.AntisymmetricRNNCell`	An antisymmetric recurrent neural network cell.
`torchrecurrent.GatedAntisymmetricRNNCell`	A gated antisymmetric recurrent neural network (RNN) cell.
`torchrecurrent.NBRCell`	A Neuromodulated Bistable Recurrent cell.
`torchrecurrent.BRCell`	A Bistable recurrent cell.
`torchrecurrent.CFNCell`	A Chaos Free Network (CFN) cell.
`torchrecurrent.coRNNCell`	A Coupled Oscillatory RNN cell.
`torchrecurrent.FastRNNCell`	A Fast RNN cell with two scalar gates \(\alpha\) and \(\beta\).
`torchrecurrent.FastGRNNCell`	A “Fast RNN” cell with two scalar gates.
`torchrecurrent.ATRCell`	An Additive–Transform Recurrent cell.
`torchrecurrent.IndRNNCell`	An Independently Recurrent Neural Network (IndRNN) cell.
`torchrecurrent.JANETCell`	A JANET (Just Another NETwork) recurrent cell.
`torchrecurrent.LEMCell`	A Long Expressive Memory (LEM) recurrent cell.
`torchrecurrent.LightRUCell`	A Light Recurrent Unit (LightRU) cell.
`torchrecurrent.LiGRUCell`	A Light Gated Recurrent Unit (LiGRU) cell.
`torchrecurrent.MGUCell`	A Minimal Gated Unit (MGU) cell.
`torchrecurrent.MultiplicativeLSTMCell`	A multiplicative LSTM cell.
`torchrecurrent.MUT1Cell`	A Mutated Unit Type 1 (MUT1) recurrent cell.
`torchrecurrent.MUT2Cell`	A Mutated Unit Type 2 (MUT2) recurrent cell.
`torchrecurrent.MUT3Cell`	A Mutated Unit Type 3 (MUT3) recurrent cell.
`torchrecurrent.NASCell`	A Neural Architecture Search (NAS) cell.
`torchrecurrent.OriginalLSTMCell`	Original formulation of the LSTM cell (no forget gate).
`torchrecurrent.PeepholeLSTMCell`	A Peephole LSTM cell with learnable peephole connections.
`torchrecurrent.RANCell`	A Recurrent Additive Network (RAN) cell.
`torchrecurrent.SCRNCell`	A Structurally Constrained Recurrent Network (SCRN) cell.
`torchrecurrent.SGRNCell`	A Simple Gated Recurrent Network (SGRN) cell.
`torchrecurrent.STARCell`	A Stackable Recurrent (STAR) cell.
`torchrecurrent.UGRNNCell`	An Update Gate RNN (UGRNN) cell.
`torchrecurrent.UnICORNNCell`	An Undamped Independent Controlled Oscillatory RNN (UnICORNN) cell.
`torchrecurrent.WMCLSTMCell`	A Long Short-Term Memory (LSTM) cell with working-memory connections.