Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection

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Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection

IEEE Conference on Computer Communications (INFOCOM), 2024

20 December 2024

Edith C.H. Ngai

Shuang-Hua Yang

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Papers citing "Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection"

16 / 16 papers shown

Title
LiFeChain: Lightweight Blockchain for Secure and Efficient Federated Lifelong Learning in IoT Handi Chen Jing Deng Xiuzhe Wu Zhihan Jiang Xinchen Zhang Xianhao Chen Edith C.H. Ngai 84 0 0 01 Sep 2025
CITADEL: Continual Anomaly Detection for Enhanced Learning in IoT Intrusion Detection Elvin Li Onat Gungor Zhengli Shang T. Rosing 60 0 0 26 Aug 2025
Adaptive Anomaly Detection in Evolving Network Environments Ehssan Mousavipour Andrey Dimanchev Majid Ghaderi 72 0 0 20 Aug 2025
AOC-IDS: Autonomous Online Framework with Contrastive Learning for Intrusion Detection Xinchen Zhang Running Zhao Zhihan Jiang Zhicong Sun Yulong Ding Edith C.H. Ngai Shuang-Hua Yang 133 12 0 02 Feb 2024
Learning with Recoverable ForgettingEuropean Conference on Computer Vision (ECCV), 2022 Jingwen Ye Yifang Fu Mingli Song Xingyi Yang Songhua Liu Xin Jin Weilong Dai Xinchao Wang CLL KELM 168 49 0 17 Jul 2022
Radio2Speech: High Quality Speech Recovery from Radio Frequency SignalsInterspeech (Interspeech), 2022 Running Zhao Jiang-Tao Luca Yu Tingle Li Hang Zhao Edith C.H. Ngai 97 7 0 22 Jun 2022
Learning under Concept Drift: A ReviewIEEE Transactions on Knowledge and Data Engineering (TKDE), 2019 Jie Lu Anjin Liu Fan Dong Feng Gu João Gama Guangquan Zhang AI4TS 236 1,535 0 13 Apr 2020
Uncertainty-based Continual Learning with Adaptive RegularizationNeural Information Processing Systems (NeurIPS), 2019 Hongjoon Ahn Sungmin Cha Donggyu Lee Taesup Moon BDL 382 245 0 28 May 2019
On Tiny Episodic Memories in Continual Learning Arslan Chaudhry Marcus Rohrbach Mohamed Elhoseiny Thalaiyasingam Ajanthan P. Dokania Juil Sock MarcÁurelio Ranzato CLL 553 440 0 27 Feb 2019
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 698 1,618 0 02 Dec 2018
Experience Replay for Continual Learning David Rolnick Arun Ahuja Jonathan Richard Schwarz Timothy Lillicrap Greg Wayne CLL 405 1,383 0 28 Nov 2018
TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and TimeUSENIX Security Symposium (USENIX Security), 2018 Feargus Pendlebury Fabio Pierazzi Roberto Jordaney Johannes Kinder Lorenzo Cavallaro 299 406 0 20 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 1.7K 12,036 0 10 Jul 2018
Gradient Episodic Memory for Continual Learning David Lopez-Paz MarcÁurelio Ranzato VLM CLL 871 3,079 0 26 Jun 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 1.0K 8,679 0 02 Dec 2016
Learning without ForgettingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016 Zhizhong Li Derek Hoiem CLL OOD SSL 971 5,030 0 29 Jun 2016