Recurrent Cells Reference
This page documents all custom recurrent cells provided in the torchrecurrent.cells module.
An Antisymmetric recurrent neural network (RNN) cell. |
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A gated Antisymmetric RNN cell. |
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A Neuromodulated Bistable Recurrent (NBR) cell. |
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A Bistable recurrent cell. |
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A Chaos Free Network (CFN) cell. |
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A Coupled Oscillatory RNN (coRNN) cell. |
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A “Fast RNN” cell with two scalar gates α and β. |
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A Fast gated recurrent neural network cell. |
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An Additive–Transform Recurrent (ATR) cell. |
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An Independently Recurrent Neural Network (IndRNN) cell. |
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A JANET (Just Another NETwork) recurrent cell. |
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A Long Expressive Memory (LEM) recurrent cell. |
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A Light Recurrent Unit (LightRU) cell. |
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A Light Gated Recurrent Unit (LiGRU) cell. |
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A Minimal Gated Unit (MGU) cell. |
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A multiplicative LSTM cell. |
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A Mutated Unit Type 1 (MUT1) recurrent cell. |
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A Mutated Unit Type 2 (MUT2) recurrent cell. |
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A Mutated Unit Type 3 (MUT3) recurrent cell. |
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A Neural Architecture Search (NAS) cell. |
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Original formulation of the LSTM cell with no forget gate. |
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A Peephole LSTM cell with learnable peephole connections. |
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A Recurrent Additive Network (RAN) cell. |
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A Structurally Constrained Recurrent Network (SCRN) cell. |
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A simple gated recurrent network (SGRN) cell. |
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A stackable recurrent cell (STAR) cell. |
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Update Gate recurrent cell. |
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An undamped independent controlled oscillatory recurrent neural unit (UnICORNN) cell. |
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A long short-term memory cell with working memory connections (WMCLSTMCell). |