Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning

18 March 2024

Da-Wei Zhou

Hai-Long Sun

Han-Jia Ye

De-Chuan Zhan

CLL

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Papers citing "Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning"

24 / 24 papers shown

Title
LW2G: Learning Whether to Grow for Prompt-based Continual Learning Qian Feng Dawei Zhou Hanbin Zhao Chao Zhang Jiahua Dong Dengxin Dai Hui Qian VLM CLL 88 5 0 01 Jul 2025
STSA: Federated Class-Incremental Learning via Spatial-Temporal Statistics Aggregation Zenghao Guan Guojun Zhu Yucan Zhou Wu Liu Weiping Wang Jiebo Luo Xiaoyan Gu 76 0 0 02 Jun 2025
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning Jiangpeng He Zhihao Duan Fengqing M Zhu CLL 33 1 0 30 May 2025
MoTE: Mixture of Task-specific Experts for Pre-Trained ModelBased Class-incremental Learning Linjie Li Zhenyu Wu Yang Ji MoE CLL 35 0 0 21 May 2025
How can Diffusion Models Evolve into Continual Generators? Jingren Liu Zhong Ji Xiangyu Chen DiffM 70 0 0 17 May 2025
DUKAE: DUal-level Knowledge Accumulation and Ensemble for Pre-Trained Model-Based Continual Learning Songze Li Tonghua Su Xu-Yao Zhang Qixing Xu Zhongjie Wang CLL 180 0 0 09 Apr 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 511 0 0 23 Mar 2025
CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models Shengzhuang Chen Yikai Liao Xiaoxiao Sun Kede Ma Ying Wei 146 0 0 06 Mar 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jing Zhang Tianrui Li Xin Yang CLL 117 3 0 27 Feb 2025
From Offline to Online Memory-Free and Task-Free Continual Learning via Fine-Grained Hypergradients Nicolas Michel Maorong Wang Jiangpeng He Toshihiko Yamasaki CLL 93 0 0 26 Feb 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 148 1 0 25 Feb 2025
DesCLIP: Robust Continual Adaptation via General Attribute Descriptions for Pretrained Vision-Language Models Chiyuan He Zihuan Qiu Fanman Meng Linfeng Xu Qi Wu Haoyang Li VLM CLL KELM 157 0 0 02 Feb 2025
Adapter-Enhanced Semantic Prompting for Continual Learning Baocai Yin Ji Zhao Huajie Jiang Ningning Hou Yongli Hu Amin Beheshti Ming-Hsuan Yang Yuankai Qi CLL VLM 215 0 0 15 Dec 2024
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong CLL KELM VLM 236 7 0 01 Dec 2024
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Zhiming Xu Steve Yang Baile Xu Jian Zhao Furao Shen CLL 200 0 0 26 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 146 0 0 08 Oct 2024
Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning Da-Wei Zhou Zi-Wen Cai Han-Jia Ye Lijun Zhang De-Chuan Zhan CLL AI4CE 198 2 0 01 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 124 2 0 23 Sep 2024
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning Lu Yu Hesong Li Ying Fu Joost van de Weijer Bartłomiej Twardowski Joost van de Weijer Changsheng Xu CLL 104 1 0 02 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 Xuelong Li CLL 149 5 0 24 Jul 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 121 11 0 27 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 155 6 0 14 Mar 2024
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 227 34 0 13 Sep 2023
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 136 78 0 23 Sep 2021