A First Look at Class Incremental Learning in Deep Learning Mobile
Traffic Classification

A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification

9 July 2021

Giampaolo Bovenzi

ArXiv (abs)PDF HTML

Papers citing "A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification"

18 / 18 papers shown

Title
A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks Eden Belouadah Adrian Daniel Popescu Ioannis Kanellos CLL 75 220 0 03 Nov 2020
Coresets via Bilevel Optimization for Continual Learning and Streaming Zalan Borsos Mojmír Mutný Andreas Krause CLL 76 234 0 06 Jun 2020
ScaIL: Classifier Weights Scaling for Class Incremental Learning Eden Belouadah Adrian Daniel Popescu CLL 85 79 0 16 Jan 2020
REMIND Your Neural Network to Prevent Catastrophic Forgetting Tyler L. Hayes Kushal Kafle Robik Shrestha Manoj Acharya Christopher Kanan CLL 111 300 0 06 Oct 2019
Multitask Learning for Network Traffic Classification Shahbaz Rezaei Xin Liu 31 80 0 12 Jun 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 98 1,257 0 30 May 2019
Three scenarios for continual learning Gido M. van de Ven A. Tolias CLL 99 893 0 15 Apr 2019
End-to-End Incremental Learning F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Cordelia Schmid Alahari Karteek CLL 87 1,158 0 25 Jul 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 187 2,051 0 10 Jul 2018
FearNet: Brain-Inspired Model for Incremental Learning Ronald Kemker Christopher Kanan CLL 115 479 0 28 Nov 2017
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning Arun Mallya Svetlana Lazebnik CLL 105 1,301 0 15 Nov 2017
Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning M. Lotfollahi Ramin Shirali Hossein Zade Mahdi Jafari Siavoshani Mohammdsadegh Saberian 40 830 0 08 Sep 2017
Continual Learning with Deep Generative Replay Hanul Shin Jung Kwon Lee Jaehong Kim Jiwon Kim KELM CLL 80 2,077 0 24 May 2017
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 148 3,761 0 23 Nov 2016
Expert Gate: Lifelong Learning with a Network of Experts Rahaf Aljundi Punarjay Chakravarty Tinne Tuytelaars CLL 77 661 0 18 Nov 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 298 4,408 0 29 Jun 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 362 19,660 0 09 Mar 2015
An Empirical Investigation of Catastrophic Forgetting in Gradient-Based Neural Networks Ian Goodfellow M. Berk Mirza Xia Da Aaron Courville Yoshua Bengio 149 1,442 0 21 Dec 2013

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.