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This paper presents the FlowTransformer framework, a novel approach for implementing transformer-based Network Intrusion Detection Systems (NIDSs).
“HuggingFace’s Transformers: State-of-the-art Natural Language Processing”, 2020
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URL: https://www.researchgate.net/publication/2310624
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“InMon Corporation’s sFlow: A Method for Monitoring Traffic in Switched and Routed Networks”
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Benoit Claise · 2004
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“Specification of the IP Flow Information Export (IPFIX) Protocol for the Exchange of Flow Information”
P Aitken, B Claise and B Trammell · 2013
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“UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set)”
Nour Moustafa and Jill Slay · 2015
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Diederik. Kingma and Jimmy Ba · 2017
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“Image transformer”
Niki Parmar et al · 2018
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“BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding”
Jacob Devlin, Ming Chang, Kenton Lee and Kristina Toutanova · 2018
Cited alongside, same era.
“Toward generating a new intrusion detection dataset and intrusion traffic characterization.”
Iman Sharafaldin, Arash Lashkari and Ali Ghorbani · 2018
Cited alongside, same era.
“Graph transformer networks”
Seongjun Yun et al · 2019
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“GPT-2 1.5B Release” Accessed on 20 April 2023, https://openai.com/research/gpt-2-1-5b-release/ , 2019
OpenAI · 2019
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“A Hybrid Deep Learning Model for Efficient Intrusion Detection in Big Data Environment”
“RTIDS: A robust transformer-based approach for intrusion detection system”
Zihan Wu, Hong Zhang, Penghai Wang and Zhibo Sun · 2022
Later among the works it cites.
“An Extreme Semi-supervised Framework Based on Transformer for Network Intrusion Detection”
Yangmin Li, Xinhang Yuan and Wengen Li · 2022
Later among the works it cites.
“Flow-based network intrusion detection based on BERT masked language model”
Loc Nguyen and Kohei Watabe · 2022
Later among the works it cites.
“Group Generalized Mean Pooling for Vision Transformer”, 2022
Byungsoo Ko et al · 2022
Later among the works it cites.
“Network Intrusion Detection System in a Light Bulb”
Liam Manocchio, Siamak Layeghy and Marius Portmann · 2022
Later among the works it cites.
“Towards a Standard Feature Set for Network Intrusion Detection System datasets”
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Mohammad Hassan et al · 2019
Cited alongside, same era.
“Tabtransformer: Tabular data modeling using contextual embeddings”
Xin Huang, Ashish Khetan, Milan Cvitkovic and Zohar Karnin · 2020
Cited alongside, same era.
“liamdm/FlowTransformer”, 2020
Liam Manocchio · 2020
Cited alongside, same era.
“Intrusion detection method using bi-directional GPT for in-vehicle controller area networks”
Minki Nam, Seungyoung Park and Duk Kim · 2021
Cited alongside, same era.
“Introducing ChatGPT”, https://openai.com/blog/chatgpt , 2022
OpenAI · 2022
Cited alongside, same era.
URL: https://www.unb.ca/cic/datasets/nsl.html
“NSL-KDD — Datasets — Research — Canadian Institute for Cybersecurity — UNB”
Cited in the paper.
Mohanad Sarhan, Siamak Layeghy and Marius Portmann · 2022
Later among the works it cites.
“Robust Unsupervised Network Intrusion Detection with Self-supervised Masked Context Reconstruction”
Wei Wang et al · 2023
Closest in time.
“Network intrusion detection based on n-gram frequency and time-aware transformer”
Xueying Han et al · 2023
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“ML-Decoder: Scalable and Versatile Classification Head”
Tal Ridnik et al · 2023
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