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Gating mechanism

In neural networks, the gating mechanism is an architectural motif for controlling the flow of activation and gradient signals. They are most prominently used in recurrent neural networks (RNNs), but have also found applications in other architectures.

Measurement, Gated Linear Unit & RNNs

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Overview

RNNs

Gated Linear Unit

Other architectures

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Map overview Semantic statistics

Gating mechanism

Nodes21
Edges20
Triples14
Avg. degree1.9
Density0.095238
Components1

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Gating mechanism

Top relations

related to RNNs · 5
Gating mechanism → An LSTM, Gating, LSTM, RNNs, They
related to Gated Linear Unit · 4
Gating mechanism → Gated Linear Units, GLU, GLUs, They
related to Other architectures · 4
Gating mechanism → Channel, CNN, Gating, LSTM
is a · 1
Gating mechanism → architectural motif for controlling the flow of activation and gradient signals

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Important terminology

lstm gating neural displaystyle sigma networks unit activation gate odot recurrent gated rnns also architectures memory gates begin aligned end

Entity relationships Subject–Predicate–Object triples

SubjectPredicateObjectConfidenceSrc
Gating mechanismis aarchitectural motif for controlling the flow of activation and gradient signals0.90text
Gating mechanismrelated to Gated Linear UnitGated Linear Units0.60section
Gating mechanismrelated to Gated Linear UnitGLUs0.60section
Gating mechanismrelated to Gated Linear UnitThey0.60section
Gating mechanismrelated to Gated Linear UnitGLU0.60section
Gating mechanismrelated to Other architecturesGating0.60section
Gating mechanismrelated to Other architecturesLSTM0.60section
Gating mechanismrelated to Other architecturesChannel0.60section
Gating mechanismrelated to Other architecturesCNN0.60section
Gating mechanismrelated to RNNsGating0.60section
Gating mechanismrelated to RNNsLSTM0.60section
Gating mechanismrelated to RNNsThey0.60section

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