Papers by Hitoshi Manabe
Neural Tensor Networks with Diagonal Slice Matrices (N18-1)
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| Challenge: | A large number of parameters can cause overfitting and a long training time for neural tensor networks (NTNs). |
| Approach: | They propose two new parameter reduction techniques to reduce the number of parameters in an NTN without diminishing its expressiveness. |
| Outcome: | The proposed models learn better and faster than the original (R)NTNs. |