Towards Real-Time Deep Learning-Based Network Intrusion Detection on FPGA

• Efficient End-to-End Intrusion Detection with Packet and Flow-Level Mamba Sequence Models

  2025 conference-paper Computer Science Network Security and Intrusion Detection

  0

  citations
• I2DS: FPGA-Based Deep Learning Industrial Intrusion Detection System

  2025 Lecture notes in computer science conference-paper Computer Science Network Packet Processing and Optimization

  3

  citations
• A High-Throughput Network Intrusion Detection System Using On-Device Learning on FPGA

  2024 IEEE International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC) conference-paper Computer Science Network Packet Processing and Optimization

  5

  citations
• Hardware Mechanism for Detecting Malicious Communication in IoT Devices by using Time-Series Processor Information

  2024 International Symposium on Computing and Networking conference-paper Computer Science Network Security and Intrusion Detection

  1

  citations
• Increasing the Security of Network Data Transmission with a Configurable Hardware Firewall Based on Field Programmable Gate Arrays

  2024 Future Internet article Computer Science Network Packet Processing and Optimization Open access

  13

  citations
• Exploring A Two-Phase Deep Learning Framework For Network Intrusion Detection

  2024 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS) conference-paper Computer Science Network Security and Intrusion Detection

  15

  citations
• Practicality of in-kernel/user-space packet processing empowered by lightweight neural network and decision tree

  2024 Computer Networks article Computer Science Network Packet Processing and Optimization Open access

  15

  citations
• Reconfigurable Edge Hardware for Intelligent IDS: Systematic Approach

  2024 Lecture notes in computer science conference-paper Computer Science Embedded Systems Design Techniques Open access

  8

  citations
• A Reconfigurable IDS Framework for Encrypted and Non-Encrypted Network Data in Supply Chains

  2023 International Conference on Engineering and Emerging Technologies (ICEET) conference-paper Computer Science Network Packet Processing and Optimization

  5

  citations
• On Practicality of Kernel Packet Processing Empowered by Lightweight Neural Network and Decision Tree

  2023 International Conference on Network of the Future (NoF) conference-paper Computer Science Network Packet Processing and Optimization

  7

  citations
• Energy-Efficient CPU+FPGA-Based CNN Architecture for Intrusion Detection Systems

  2023 IEEE Consumer Electronics Magazine article Computer Science Embedded Systems Design Techniques

  12

  citations
• Feature dimensionality in CNN acceleration for high-throughput network intrusion detection

  2022 International Conference on Field Programmable Logic and Applications (FPL) conference-paper Computer Science Network Packet Processing and Optimization

  4

  citations
• Evolutionary computation and machine learning in security

  2022 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Evolutionary Algorithms and Applications Open access

  6

  citations
• The Diversification and Enhancement of an IDS Scheme for the Cybersecurity Needs of Modern Supply Chains

  2022 Electronics article Computer Science Network Packet Processing and Optimization Open access

  8

  citations
• SoK - Network Intrusion Detection on FPGA

  2022 Lecture notes in computer science conference-paper Computer Science Network Packet Processing and Optimization Open access

  4

  citations
• AITIA: Embedded AI Techniques for Industrial Applications

  2021 International Conference on Field Programmable Logic and Applications (FPL) conference-paper Computer Science Advanced Neural Network Applications Open access

  2

  citations

16 results

• A detailed analysis of the KDD CUP 99 data set

  2009 IEEE Symposium on Computational Intelligence for Security and Defense Applications (CISDA) conference-paper Computer Science Network Security and Intrusion Detection Open access

  5,060

  citations
• Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization

  2018 International Conference on Information Systems Security and Privacy (ICISSP) conference-paper Computer Science Network Security and Intrusion Detection Open access

  4,762

  citations
• UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set)

  2015 Military Communications and Information Systems Conference conference-paper Computer Science Network Security and Intrusion Detection

  3,973

  citations
• Bro: a system for detecting network intruders in real-time

  1999 Computer Networks article Computer Science Network Security and Intrusion Detection

  2,418

  citations
• A Deep Learning Approach for Intrusion Detection Using Recurrent Neural Networks

  2017 IEEE Access article Computer Science Network Security and Intrusion Detection Open access

  2,095

  citations
• Anomaly-based network intrusion detection: Techniques, systems and challenges

  2008 Computers & Security article Computer Science Network Security and Intrusion Detection

  2,085

  citations
• FINN

  2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA) conference-paper Computer Science Advanced Neural Network Applications Open access

  1,068

  citations
• Intrusion detection by machine learning: A review

  2009 Expert Systems with Applications article Computer Science Network Security and Intrusion Detection

  975

  citations
• HAST-IDS: Learning Hierarchical Spatial-Temporal Features Using Deep Neural Networks to Improve Intrusion Detection

  2017 IEEE Access article Computer Science Network Security and Intrusion Detection Open access

  668

  citations
• Random-Forests-Based Network Intrusion Detection Systems

  2008 IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) article Computer Science Network Security and Intrusion Detection

  578

  citations
• Deep Learning Approach Combining Sparse Autoencoder With SVM for Network Intrusion Detection

  2018 IEEE Access article Computer Science Network Security and Intrusion Detection Open access

  551

  citations
• FINN- R

  2018 ACM Transactions on Reconfigurable Technology and Systems article Computer Science Advanced Neural Network Applications Open access

  448

  citations
• Features Dimensionality Reduction Approaches for Machine Learning Based Network Intrusion Detection

  2019 Electronics article Computer Science Network Security and Intrusion Detection Open access

  334

  citations
• NN-SVG: Publication-Ready Neural Network Architecture Schematics

  2019 The Journal of Open Source Software article Computer Science Data Visualization and Analytics Open access

  323

  citations
• Toward an Online Anomaly Intrusion Detection System Based on Deep Learning

  2016 IEEE International Conference on Machine Learning and Applications (ICMLA) conference-paper Computer Science Network Security and Intrusion Detection

  289

  citations
• Enhancing byte-level network intrusion detection signatures with context

  2003 Proceedings of the ACM Conference on Computer and Communications Security conference-paper Computer Science Network Security and Intrusion Detection

  262

  citations
• Intrusion Detection System for NSL-KDD Dataset Using Convolutional Neural Networks

  2018 conference-paper Computer Science Network Security and Intrusion Detection

  144

  citations
• PCCN: Parallel Cross Convolutional Neural Network for Abnormal Network Traffic Flows Detection in Multi-Class Imbalanced Network Traffic Flows

  2019 IEEE Access article Computer Science Network Security and Intrusion Detection Open access

  126

  citations
• LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications

  2020 International Conference on Field Programmable Logic and Applications (FPL) conference-paper Computer Science Advanced Neural Network Applications Open access

  123

  citations
• An FPGA-Based Network Intrusion Detection Architecture

  2008 IEEE Transactions on Information Forensics and Security article Computer Science Network Packet Processing and Optimization

  91

  citations