Continual Learning with Pre-Trained Models: A Survey

29 January 2024

Da-Wei Zhou

Han-Jia Ye

Papers citing "Continual Learning with Pre-Trained Models: A Survey"

28 / 28 papers shown

Title
Low-Complexity Inference in Continual Learning via Compressed Knowledge Transfer Zhenrong Liu J. Huttunen M. Honkala CLL 49 0 0 13 May 2025
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Kun He Zijian Song Shuoxi Zhang J. Hopcroft CLL 56 0 0 25 Apr 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 129 1 0 10 Mar 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang J. Zhang Tianrui Li Xin Yang CLL 44 0 0 27 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 82 1 0 17 Feb 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Y. Wang Baile Xu Jian Zhao F. Shen CLL 107 0 0 28 Jan 2025
IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target Recognition George Karantaidis Athanasios Pantsios Y. Kompatsiaris Symeon Papadopoulos CLL 60 0 0 20 Jan 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 78 0 0 31 Dec 2024
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Zhiming Xu S. M. I. Simon X. Yang Baile Xu Jian Zhao F. Shen CLL 81 0 0 26 Nov 2024
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 35 0 0 04 Nov 2024
FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Yuchen He Chuyun Shen Xiangfeng Wang Bo Jin FedML 23 1 0 04 Nov 2024
CASA: Class-Agnostic Shared Attributes in Vision-Language Models for Efficient Incremental Object Detection Mingyi Guo Yuyang Liu Zongying Lin Peixi Peng Yonghong Tian Yonghong Tian VLM 30 0 0 08 Oct 2024
Recent Advances of Multimodal Continual Learning: A Comprehensive Survey Dianzhi Yu Xinni Zhang Yankai Chen Aiwei Liu Yifei Zhang Philip S. Yu Irwin King VLM CLL 44 9 0 07 Oct 2024
Dynamic Integration of Task-Specific Adapters for Class Incremental Learning Jiashuo Li Shaokun Wang Bo Qian Yuhang He Xing Wei Qiang Wang Yihong Gong CLL 82 1 0 23 Sep 2024
ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning Yi Yang Lei Zhong Huiping Zhuang 3DPC CLL 34 0 0 18 Sep 2024
Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning Zhi-Hong Qi Da-Wei Zhou Yiran Yao Han-Jia Ye De-Chuan Zhan CLL 42 5 0 11 Sep 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 43 1 0 20 May 2024
Double Mixture: Towards Continual Event Detection from Speech Jingqi Kang Tongtong Wu Jinming Zhao Guitao Wang Yinwei Wei Haomiao Yang Guilin Qi Yuan-Fang Li Gholamreza Haffari 28 0 0 20 Apr 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 36 2 0 04 Apr 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 2 0 14 Mar 2024
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Qiwen Wang Da-Wei Zhou Yi-Kai Zhang De-Chuan Zhan Han-Jia Ye CLL 37 44 0 08 Dec 2023
Orthogonal Subspace Learning for Language Model Continual Learning Xiao Wang Tianze Chen Qiming Ge Han Xia Rong Bao Rui Zheng Qi Zhang Tao Gui Xuanjing Huang CLL 116 89 0 22 Oct 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 105 27 0 13 Sep 2023
Learning without Forgetting for Vision-Language Models Da-Wei Zhou Yuanhan Zhang Jingyi Ning Jingyi Ning De-Chuan Zhan De-Chuan Zhan Ziwei Liu VLM CLL 71 37 0 30 May 2023
PromptFusion: Decoupling Stability and Plasticity for Continual Learning Haoran Chen Zuxuan Wu Xintong Han Menglin Jia Yu-Gang Jiang CLL 106 12 0 13 Mar 2023
Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models Zangwei Zheng Mingyu Ma Kai Wang Ziheng Qin Xiangyu Yue Yang You CLL VLM 99 67 0 12 Mar 2023
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection Huiping Zhuang Zhenyu Weng Hongxin Wei Renchunzi Xie Kar-Ann Toh Zhiping Lin CLL 28 35 0 30 May 2022
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 146 637 0 26 May 2022