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Multiple neurons gating the same connection
I'm not really familiar with LSTM's. However I thought I saw something odd:
// update gated connection's gains
for (var connection in this.connections.gated) {
this.connections.gated[connection].gain = this.activation;
}
So basically, when a neuron is activated, it will set all it's gated connections gains to its activation value - seems ok.
But what if 2 neurons gate the same connection? After an activation, the gain of a connection will bet set to one of these two neurons (depending on activation order). Does this mean that multiple neurons gating the same connection us useless?
Yes, the latter activation will be used as the gain