Deep Learning and Traffic Classification: Lessons learned from a
commercial-grade dataset with hundreds of encrypted and zero-day applications

Deep Learning and Traffic Classification: Lessons learned from a commercial-grade dataset with hundreds of encrypted and zero-day applications

7 April 2021

Papers citing "Deep Learning and Traffic Classification: Lessons learned from a commercial-grade dataset with hundreds of encrypted and zero-day applications"

15 / 15 papers shown

Title
FastFlow: Early Yet Robust Network Flow Classification using the Minimal Number of Time-Series Packets Rushi Jayeshkumar Babaria Minzhao Lyu Gustavo E. A. P. A. Batista V. Sivaraman AI4TS 43 0 0 02 Apr 2025
Universal Embedding Function for Traffic Classification via QUIC Domain Recognition Pretraining: A Transfer Learning Success Jan Luxemburk Karel Hynek Richard Plný T. Čejka 47 0 0 18 Feb 2025
MERLOT: A Distilled LLM-based Mixture-of-Experts Framework for Scalable Encrypted Traffic Classification Yuxuan Chen Rongpeng Li Zhifeng Zhao Honggang Zhang MoE 69 0 0 20 Nov 2024
Inference-to-complete: A High-performance and Programmable Data-plane Co-processor for Neural-network-driven Traffic Analysis Dong Wen Z. Liu Tong Yang Tao Li Tianyun Li Chenglong Li Jie Li Zhigang Sun 50 0 0 01 Nov 2024
Non-uniformity is All You Need: Efficient and Timely Encrypted Traffic Classification With ECHO Shilo Daum T. Shapira Anat Bremler Barr David Hay 23 0 0 03 Jun 2024
DataZoo: Streamlining Traffic Classification Experiments Jan Luxemburk Karel Hynek 19 5 0 30 Oct 2023
FedEdge AI-TC: A Semi-supervised Traffic Classification Method based on Trusted Federated Deep Learning for Mobile Edge Computing Pan Wang Zeyi Li Mengyi Fu Zixuan Wang Ze Zhang Minyao Liu 19 0 0 14 Aug 2023
AutoML4ETC: Automated Neural Architecture Search for Real-World Encrypted Traffic Classification Navid Malekghaini Elham Akbari M. A. Salahuddin Noura Limam R. Boutaba B. Mathieu S. Moteau Stéphanie Tuffin 27 4 0 04 Aug 2023
Many or Few Samples? Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification Idio Guarino Chao Wang A. Finamore A. Pescapé Dario Rossi 21 11 0 21 May 2023
5G-NIDD: A Comprehensive Network Intrusion Detection Dataset Generated over 5G Wireless Network Sehan Samarakoon Yushan Siriwardhana P. Porambage Madhusanka Liyanage Sang-Yoon Chang Jinoh Kim Jong-Hoi Kim M. Ylianttila 18 74 0 02 Dec 2022
When a RF Beats a CNN and GRU, Together -- A Comparison of Deep Learning and Classical Machine Learning Approaches for Encrypted Malware Traffic Classification Adi Lichy Ofek Bader Ran Dubin A. Dvir Chen Hajaj 24 29 0 16 Jun 2022
Fine-grained TLS services classification with reject option Jan Luxemburk T. Čejka 16 32 0 24 Feb 2022
A Lightweight, Efficient and Explainable-by-Design Convolutional Neural Network for Internet Traffic Classification Kevin Fauvel Fuxing Chen Dario Rossi 27 25 0 11 Feb 2022
Accelerating Deep Learning Classification with Error-controlled Approximate-key Caching A. Finamore James W. Roberts Massimo Gallo Dario Rossi 11 10 0 13 Dec 2021
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems R. David Jared Duke Advait Jain Vijay Janapa Reddi Nat Jeffries ... Meghna Natraj Shlomi Regev Rocky Rhodes Tiezhen Wang Pete Warden 119 466 0 17 Oct 2020