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Input Dimension:
(512, 30, 34)
X0
X1
X2
...
X29
Hidden Layer Size:
34
LSTM
LSTM
LSTM
...
LSTM
LSTM Output Dim:
(512, 30, 34)
LSTM
LSTM
LSTM
...
LSTM
h0
h1
h2
...
h29
SoftMax Weights:
(34, 17)
Flatten:
(15360, 34)
SoftMax Output:
(15360, 17)
Y0
Y1
Y2
...
Y29
Fig. 1. Architectural diagram of the proposed LSTM model featuring stacked recurrent layers, time-step unrolling from $X_0$ to $X_{29}$, and a final SoftMax output layer.