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"

16 / 16 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 35 0 0 06 Apr 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jianwei Zhang Tianrui Li Xin Yang CLL 49 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 153 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 63 1 0 16 Feb 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 39 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 80 0 0 10 Feb 2025
LoRanPAC: Low-rank Random Features and Pre-trained Models for Bridging Theory and Practice in Continual Learning Liangzu Peng Juan Elenter Joshua Agterberg Alejandro Ribeiro René Vidal VLM CLL 46 1 0 01 Oct 2024
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning Mohammadamin Banayeeanzade Mahdi Soltanolkotabi Mohammad Rostami CLL LRM 103 1 0 29 Aug 2024
Parameter-Efficient Fine-Tuning for Continual Learning: A Neural Tangent Kernel Perspective Jingren Liu Zhong Ji Yunlong Yu Jiale Cao Yanwei Pang Jungong Han X. Li CLL 42 3 0 24 Jul 2024
Data-dependent and Oracle Bounds on Forgetting in Continual Learning Lior Friedman Ron Meir 75 0 0 13 Jun 2024
Fixed Design Analysis of Regularization-Based Continual Learning Haoran Li Jingfeng Wu Vladimir Braverman CLL 26 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 40 0 0 17 Oct 2022
The Effect of Task Ordering in Continual Learning Samuel J. Bell Neil D. Lawrence CLL 48 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 88 36 0 29 Jan 2022