Continual Learning in Linear Classification on Separable Data

Continual Learning in Linear Classification on Separable Data

6 June 2023

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Papers citing "Continual Learning in Linear Classification on Separable Data"

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Title
Optimal Rates in Continual Linear Regression via Increasing Regularization Ran Levinstein Amit Attia Matan Schliserman Uri Sherman Tomer Koren Daniel Soudry Itay Evron CLL 32 0 0 06 Jun 2025
Replay Can Provably Increase Forgetting Yasaman Mahdaviyeh James Lucas Mengye Ren A. Tolias R. Zemel T. Pitassi KELM CLL 82 0 0 04 Jun 2025
Unlocking the Power of Rehearsal in Continual Learning: A Theoretical Perspective Junze Deng Qinhang Wu Peizhong Ju Sen Lin Yingbin Liang Ness B. Shroff CLL 24 0 0 30 May 2025
Memory-Statistics Tradeoff in Continual Learning with Structural Regularization Haoran Li Jingfeng Wu Vladimir Braverman CLL 78 2 0 05 Apr 2025
Global Convergence of Continual Learning on Non-IID Data Fei Zhu Yujing Liu Wenzhuo Liu Zhaoxiang Zhang 89 0 0 24 Mar 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 99 0 0 11 Feb 2025
Adaptive Margin Global Classifier for Exemplar-Free Class-Incremental Learning Zhongren Yao Xiaobin Chang 61 0 0 20 Sep 2024
A Statistical Theory of Regularization-Based Continual Learning Xuyang Zhao Huiyuan Wang Weiran Huang Wei Lin 73 19 0 10 Jun 2024
Last Iterate Convergence of Incremental Methods and Applications in Continual Learning Xu Cai Jelena Diakonikolas 86 6 0 11 Mar 2024
On the Disconnect Between Theory and Practice of Neural Networks: Limits of the NTK Perspective Jonathan Wenger Felix Dangel Agustinus Kristiadi 99 0 0 29 Sep 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 102 53 0 16 Jul 2023
The Ideal Continual Learner: An Agent That Never Forgets Liangzu Peng Paris V. Giampouras René Vidal CLL 187 30 0 29 Apr 2023