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MDL-LSTM

Code and results for "Bridging the Empirical-Theoretical Gap in Neural Network Formal Language Learning Using Minimum Description Length".

  • To reproduce the plots and results from the paper, see paper-plots.ipynb.

Main files:

File Description
golden_an_bn_net.py Golden aⁿbⁿ PyTorch module
results.csv Grid search results
grid.py Hyper-parameters grid
experiments.py Grid-search runner
paper-plots.ipynb Paper plots and table reproduction
test_networks.py Tests for golden network correctness