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Package contains, in PyTorch implemented, neural networks with problem specific pre-structuring architectures and utils that help building and understanding models.

Home Page: https://fraunhofer-iis.github.io/prosper_nn/

License: GNU General Public License v3.0

Python 100.00%

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prosper_nn's Issues

Rename LSTM implementation

The following paper presents three GRU variants. Variant 3 ist similar to the LSTM implementation in ECNN and HCNN. One difference is that r_t is fixed to a vector with ones in our implementation.

R. Dey and F. M. Salem, "Gate-variants of Gated Recurrent Unit (GRU) neural networks,"
2017 IEEE 60th International Midwest Symposium on Circuits and Systems (MWSCAS),
Boston, MA, USA, 2017, pp. 1597-1600, doi: 10.1109/MWSCAS.2017.8053243

Scaling of Teacher forcing in dropout layer

For HCNNCell and HcnnLstmCell the teacher_forcing output is scaled in the dropout layer if teacher_forcing < 1. Therefore, the correction of the state is wrong and the intermediate state does not contain the values of the observation.

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