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Table 6:
Sequential MNIST.
Test Accuracy
D-NTM discrete MAB 89.6 
D-NTM discrete IB 92.3 
Soft D-NTM 93.4 
NTM 90.9 
I-RNN (Le et al., 2015) 82.0 
Zoneout (Krueger et al., 2016) 93.1 
LSTM (Krueger et al., 2016) 89.8 
Unitary-RNN (Arjovsky, Shah, & Bengio, 2016) 91.4 
Recurrent dropout (Krueger et al., 2016) 92.5 
Recurrent batch normalization (Cooijmans et al., 2017) 95.6 
Test Accuracy
D-NTM discrete MAB 89.6 
D-NTM discrete IB 92.3 
Soft D-NTM 93.4 
NTM 90.9 
I-RNN (Le et al., 2015) 82.0 
Zoneout (Krueger et al., 2016) 93.1 
LSTM (Krueger et al., 2016) 89.8 
Unitary-RNN (Arjovsky, Shah, & Bengio, 2016) 91.4 
Recurrent dropout (Krueger et al., 2016) 92.5 
Recurrent batch normalization (Cooijmans et al., 2017) 95.6 

Note: The numbers in bold indicate the best performances.

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