Model . | Acc.(%) T = 30/50. . | Prms. . |
---|---|---|
GRU (ours) | 21.5/17.6 | 14k |
GORU (ours) | 21.8/18.9 | 13k |
EURNN (ours) | 24.5/18.5 | 4k |
LSTM (ours) | 25.6/20.5 | 17k |
FW-LN (Ba et al., 2016a) | 100.0/20.8 | 9k |
WeiNet (Zhang and Zhou, 2017) | 100.0/100.0 | 22k |
RUM λ = 0η = N/A (ours) | 25.0/18.5 | 13k |
RUM λ = 1η = 1.0 (ours) | 100.0/83.7 | 13k |
RUM λ = 1η = N/A (ours) | 100.0/100.0 | 13k |
Model . | Acc.(%) T = 30/50. . | Prms. . |
---|---|---|
GRU (ours) | 21.5/17.6 | 14k |
GORU (ours) | 21.8/18.9 | 13k |
EURNN (ours) | 24.5/18.5 | 4k |
LSTM (ours) | 25.6/20.5 | 17k |
FW-LN (Ba et al., 2016a) | 100.0/20.8 | 9k |
WeiNet (Zhang and Zhou, 2017) | 100.0/100.0 | 22k |
RUM λ = 0η = N/A (ours) | 25.0/18.5 | 13k |
RUM λ = 1η = 1.0 (ours) | 100.0/83.7 | 13k |
RUM λ = 1η = N/A (ours) | 100.0/100.0 | 13k |