Flow-based Network Traffic Generation using Generative Adversarial Networks

27 September 2018

Papers citing "Flow-based Network Traffic Generation using Generative Adversarial Networks"

30 / 30 papers shown

Title
Synthesizing Diverse Network Flow Datasets with Scalable Dynamic Multigraph Generation Arya Grayeli Vipin Swarup Steven E. Noel 36 0 0 12 May 2025
Harnessing Generative Pre-Trained Transformer for Datacenter Packet Trace Generation Chen Griner AI4CE 27 0 0 21 Jan 2025
NetFlowGen: Leveraging Generative Pre-training for Network Traffic Dynamics Jiawei Zhou Woojeong Kim Zhiying Xu Alexander M. Rush Minlan Yu AI4CE 46 0 0 31 Dec 2024
Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis Mohammad Zbeeb Mohammad Ghorayeb Mariam Salman 42 0 0 04 Nov 2024
FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model Haoye Chai Shiyuan Zhang Xiaoqian Qi Yong Li 32 0 0 20 Oct 2024
NetDPSyn: Synthesizing Network Traces under Differential Privacy Danyu Sun Joann Qiongna Chen Chen Gong Tianhao Wang Zhou Li 62 1 0 08 Sep 2024
Systematic Evaluation of Synthetic Data Augmentation for Multi-class NetFlow Traffic Maximilian Wolf Dieter Landes Andreas Hotho Daniel Schlor AAML 25 0 0 28 Aug 2024
Semi-Supervised Learning for Anomaly Traffic Detection via Bidirectional Normalizing Flows Zhan Dang Yu Zheng Xinglin Lin Chunlei Peng Qiuyu Chen Xinbo Gao AI4TS 46 5 0 13 Mar 2024
TrafficGPT: Breaking the Token Barrier for Efficient Long Traffic Analysis and Generation Jian Qu Xiaobo Ma Jianfeng Li AI4TS 47 10 0 09 Mar 2024
TabMT: Generating tabular data with masked transformers Manbir Gulati Paul F. Roysdon LMTD 50 34 0 11 Dec 2023
Detecting unknown HTTP-based malicious communication behavior via generated adversarial flows and hierarchical traffic features Xiao-chun Yun Jiang Xie Shuhao Li Yongzheng Zhang Peishuai Sun 19 8 0 07 Sep 2023
NetGPT: Generative Pretrained Transformer for Network Traffic Xuying Meng Chun-Chen Lin Yequan Wang Yujun Zhang 29 22 0 19 Apr 2023
DRL-GAN: A Hybrid Approach for Binary and Multiclass Network Intrusion Detection Caroline Strickland Chandrika Saha Muhammad Zakar Sareh Nejad Noshin Tasnim D. Lizotte Anwar Haque 37 10 0 05 Jan 2023
Deep Reinforcement Learning based Evasion Generative Adversarial Network for Botnet Detection Rizwan Hamid Randhawa N. Aslam Mohammad Alauthman Muhammad Khalid Husnain Rafiq GAN 23 19 0 06 Oct 2022
Innovations in Neural Data-to-text Generation: A Survey Mandar Sharma Ajay K. Gogineni Naren Ramakrishnan 34 10 0 25 Jul 2022
Dazzle: Using Optimized Generative Adversarial Networks to Address Security Data Class Imbalance Issue Rui Shu Tianpei Xia Laurie A. Williams Tim Menzies 16 7 0 22 Mar 2022
Synthetic flow-based cryptomining attack generation through Generative Adversarial Networks Alberto Mozo Ángel González-Prieto Antonio Agustin Pastor Perales Sandra Gómez Canaval Edgar Talavera 32 23 0 30 Jul 2021
Log2NS: Enhancing Deep Learning Based Analysis of Logs With Formal to Prevent Survivorship Bias Charanraj Thimmisetty Praveen Tiwari Didac Gil Nandini Ramanan Marjorie Sayer Viswesh Ananthakrishnan C. Coelho 34 0 0 29 May 2021
Packet-Level Adversarial Network Traffic Crafting using Sequence Generative Adversarial Networks Qiumei Cheng Shiying Zhou Yi Shen Dezhang Kong Chunming Wu GAN 30 19 0 08 Mar 2021
Probabilistic Outlier Detection and Generation S. Rizzo Linsey Pang Yixian Chen Sanjay Chawla 13 0 0 22 Dec 2020
STAN: Synthetic Network Traffic Generation with Generative Neural Models Shengzhe Xu Manish Marwah M. Arlitt Naren Ramakrishnan DiffM AI4TS 30 27 0 27 Sep 2020
Data-Driven Network Intrusion Detection: A Taxonomy of Challenges and Methods Dylan Chou Meng Jiang 9 14 0 15 Sep 2020
Flow-based detection and proxy-based evasion of encrypted malware C2 traffic Carlos Novo Ricardo Morla AAML 11 24 0 02 Sep 2020
SFE-GACN: A Novel Unknown Attack Detection Method Using Intra Categories Generation in Embedding Space Ao Liu Rui Wang Hao Wang AAML 13 2 0 12 Apr 2020
iNALU: Improved Neural Arithmetic Logic Unit Daniel Schlor Markus Ring Andreas Hotho 6 17 0 17 Mar 2020
SynGAN: Towards Generating Synthetic Network Attacks using GANs Jérémy Charlier Aman Singh Gaston Ormazabal R. State H. Schulzrinne AAML 16 30 0 26 Aug 2019
A Public Network Trace of a Control and Automation System Gorby Kabasele Ndonda R. Sadre 18 2 0 06 Aug 2019
A Survey of Network-based Intrusion Detection Data Sets Markus Ring Sarah Wunderlich Deniz Scheuring Dieter Landes Andreas Hotho 19 551 0 06 Mar 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 41 1,479 0 10 Jan 2019
ZipNet-GAN: Inferring Fine-grained Mobile Traffic Patterns via a Generative Adversarial Neural Network Chaoyun Zhang Xi Ouyang P. Patras 43 68 0 07 Nov 2017