Continual Learning in Linear Classification on Separable Data

Continual Learning in Linear Classification on Separable Data

6 June 2023

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

13 / 13 papers shown

Title
Better Rates for Random Task Orderings in Continual Linear Models Itay Evron Ran Levinstein Matan Schliserman Uri Sherman Tomer Koren Daniel Soudry Nathan Srebro CLL 30 0 0 06 Apr 2025
Memory-Statistics Tradeoff in Continual Learning with Structural Regularization Haoran Li Jingfeng Wu Vladimir Braverman CLL 30 0 0 05 Apr 2025
Global Convergence of Continual Learning on Non-IID Data Fei Zhu Yujing Liu Wenzhuo Liu Zhaoxiang Zhang 40 0 0 24 Mar 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 39 0 0 11 Feb 2025
Adaptive Margin Global Classifier for Exemplar-Free Class-Incremental Learning Zhongren Yao Xiaobin Chang 18 0 0 20 Sep 2024
A Statistical Theory of Regularization-Based Continual Learning Xuyang Zhao Huiyuan Wang Weiran Huang Wei Lin 27 12 0 10 Jun 2024
Last Iterate Convergence of Incremental Methods and Applications in Continual Learning Xu Cai Jelena Diakonikolas 25 5 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 25 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 29 46 0 16 Jul 2023
The Ideal Continual Learner: An Agent That Never Forgets Liangzu Peng Paris V. Giampouras René Vidal CLL 106 26 0 29 Apr 2023
Is forgetting less a good inductive bias for forward transfer? Jiefeng Chen Timothy Nguyen Dilan Görür Arslan Chaudhry CLL 57 14 0 14 Mar 2023
Is Class-Incremental Enough for Continual Learning? Andrea Cossu G. Graffieti Lorenzo Pellegrini Davide Maltoni D. Bacciu Antonio Carta Vincenzo Lomonaco CLL 33 30 0 06 Dec 2021
Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes Ohad Shamir Tong Zhang 99 571 0 08 Dec 2012