This repository contains experimental results and the comparitive study and implementation of Cerebral LSTM
, presented in the paper "Cerebral LSTM: A Better Alternative for Single- and Multi-Stacked LSTM Cell-Based RNNs". Research paper is published in SN Computer Science Springer Nature Journal.
Author: Ravin Kumar
View Published Paper: click here
PDF available on Research Gate: click here
Kumar, R. Cerebral LSTM: A Better Alternative for Single- and Multi-Stacked LSTM Cell-Based RNNs.
SN COMPUT. SCI. 1, 85 (2020). https://doi.org/10.1007/s42979-020-0101-1
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Pytorch Implementation of Cerebral LSTM
is available inCerebral_LSTM/Cerebral_LSTM_Implementation_in_Pytorch.ipynb
file. -
For the training loss graphs present in the research paper, see the below structure:
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|-data
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|-loss_values
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|- 2stack_lstm.txt
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|- proposed_model.txt
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|- single_lstm.txt
- 'data' directory contains dataset used for comparison.
- 'loss_values' directory contains record of training loss for each model to perform comparative analysis.
Copyright (c) 2019-2023 Ravin Kumar
Website: https://mr-ravin.github.io
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation
files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy,
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Software is furnished to do so, subject to the following conditions:
THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE
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ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.