Theory on Forgetting and Generalization of Continual Learning

Theory on Forgetting and Generalization of Continual Learning

12 February 2023

Papers citing "Theory on Forgetting and Generalization of Continual Learning"

13 / 13 papers shown

Title
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang J. Zhang Tianrui Li Xin Yang CLL 39 0 0 27 Feb 2025
Theory on Mixture-of-Experts in Continual Learning Hongbo Li Sen-Fon Lin Lingjie Duan Yingbin Liang Ness B. Shroff MoE MoMe CLL 151 14 0 20 Feb 2025
Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning Gangwei Jiang Caigao Jiang Zhaoyi Li Siqiao Xue Jun-ping Zhou Linqi Song Defu Lian Yin Wei CLL MU 56 0 0 16 Feb 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 34 0 0 11 Feb 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang-Cuong Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 73 0 0 10 Feb 2025
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning Mohammadamin Banayeeanzade Mahdi Soltanolkotabi Mohammad Rostami CLL LRM 56 1 0 29 Aug 2024
Data-dependent and Oracle Bounds on Forgetting in Continual Learning Lior Friedman Ron Meir 70 0 0 13 Jun 2024
Fixed Design Analysis of Regularization-Based Continual Learning Haoran Li Jingfeng Wu Vladimir Braverman CLL 18 9 0 17 Mar 2023
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 111 42 0 01 Nov 2022
Review Learning: Alleviating Catastrophic Forgetting with Generative Replay without Generator Jaesung Yoo Sung-Hyuk Choi Yewon Yang Suhyeon Kim J. Choi ... H. J. Joo Dae-Jung Kim R. Park Hyeong-Jin Yoon Kwangsoo Kim KELM OffRL 22 0 0 17 Oct 2022
The Effect of Task Ordering in Continual Learning Samuel J. Bell Neil D. Lawrence CLL 41 17 0 26 May 2022
TRGP: Trust Region Gradient Projection for Continual Learning Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 78 73 0 07 Feb 2022
Continual Learning with Recursive Gradient Optimization Hao Liu Huaping Liu VLM CLL 83 36 0 29 Jan 2022