├── LICENSE ├── NSL_KDD_Final.ipynb ├── README.md └── UNSW NID Final.ipynb /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License Copyright (c) 2 | 3 | Permission is hereby granted, free of charge, to any person obtaining a copy 4 | of this software and associated documentation files (the "Software"), to deal 5 | in the Software without restriction, including without limitation the rights 6 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 7 | copies of the Software, and to permit persons to whom the Software is furnished 8 | to do so, subject to the following conditions: 9 | 10 | The above copyright notice and this permission notice (including the next 11 | paragraph) shall be included in all copies or substantial portions of the 12 | Software. 13 | 14 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 15 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS 16 | FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS 17 | OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, 18 | WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF 19 | OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. 20 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Efficient-CNN-BiLSTM-for-Network-IDS 2 | 3 | Code for Paper : Efficient-CNN-BiLSTM-for-Network-IDS 4 | 5 | Paper is available here: https://dl.acm.org/doi/10.1145/3430199.3430224 6 | 7 | # For people looking to reproduce the results: 8 | You can use below public Kaggle notebook in order to reproduce the results. Notebooks below are for multiclass classification, you can modify them for binary! 9 | 10 | 1. UNSW Multiclass: [https://www.kaggle.com/razor08/unsw-categorical-final](https://www.kaggle.com/razor08/unsw-categorical-final-separate-test-set) 11 | 2. NSL KDD Multiclass: [https://www.kaggle.com/razor08/nsl-kdd-categorical ](https://www.kaggle.com/razor08/nsl-kdd-categorical ) 12 | 13 | [Update: 10/25/2022] 14 | There were a few citations to our paper that reflected that we did not use a separate test set to report our validation score, the notebook for UNSW above has been updated with one that includes separate test set. Apparently, we shared an earlier version of Notebook where we were optimising for hyperparameters. Hope this helps clear up the confusion. 15 | --------------------------------------------------------------------------------