A Comprehensive Survey of Continual Learning: Theory, Method and Application

31 January 2023

Liyuan Wang

Xingxing Zhang

Hang Su

Jun Zhu

KELM

CLL

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Papers citing "A Comprehensive Survey of Continual Learning: Theory, Method and Application"

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Title
CL-BioGAN: Biologically-Inspired Cross-Domain Continual Learning for Hyperspectral Anomaly Detection Jianing Wang Zheng Hua Wan Zhang Shengjia Hao Yuqiong Yao Maoguo Gong BDL CLL 2 0 0 17 May 2025
Low-Complexity Inference in Continual Learning via Compressed Knowledge Transfer Zhenrong Liu Janne M. J. Huttunen Mikko Honkala CLL 49 0 0 13 May 2025
Ranking-aware Continual Learning for LiDAR Place Recognition Xufei Wang Gengxuan Tian Junqiao Zhao Siyue Tao Qiwen Gu Qiankun Yu Tiantian Feng CLL 31 1 0 12 May 2025
The Application of Deep Learning for Lymph Node Segmentation: A Systematic Review Jingguo Qu Xinyang Han Man-Lik Chui Yao Pu Simon Takadiyi Gunda ... Jing Qin Ann Dorothy King Winnie Chiu-Wing Chu J. Cai Michael Tin-Cheung Ying 31 0 0 09 May 2025
A Neuro-Symbolic Framework for Sequence Classification with Relational and Temporal Knowledge Luca Salvatore Lorello Marco Lippi S. Melacci 43 0 0 08 May 2025
Onboard Optimization and Learning: A Survey Monirul Islam Pavel Siyi Hu Mahardhika Pratama Ryszard Kowalczyk 26 0 0 07 May 2025
Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay Sriram Mandalika Harsha Vardhan Athira Nambiar VLM 70 0 0 07 May 2025
Efficient Continual Learning in Keyword Spotting using Binary Neural Networks Quynh Nguyen Phuong Vu Luciano S. Martinez-Rau Yuxuan Zhang Nho-Duc Tran Bengt Oelmann Michele Magno Sebastian Bader CLL 43 0 0 05 May 2025
SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning Jinpeng Chen Runmin Cong Yuzhi Zhao Hongzheng Yang Guangneng Hu H. Ip Sam Kwong CLL KELM 83 0 0 05 May 2025
SacFL: Self-Adaptive Federated Continual Learning for Resource-Constrained End Devices Zhengyi Zhong Weidong Bao Ji Wang Jianguo Chen Lingjuan Lyu Wei Yang Bryan Lim CLL 46 0 0 01 May 2025
Mathematics of Continual Learning Liangzu Peng René Vidal CLL 70 0 0 24 Apr 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 177 0 0 11 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 41 1 0 02 Apr 2025
Continual Learning With Quasi-Newton Methods Steven Vander Eeckt Hugo Van hamme CLL BDL 69 0 0 25 Mar 2025
Continual Multimodal Contrastive Learning Xiaohao Liu Xiaobo Xia See-Kiong Ng Tat-Seng Chua CLL 57 0 0 19 Mar 2025
H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution Detection Yuhang Liu Wenjie Zhao Yunhui Guo OODD 72 0 0 19 Mar 2025
FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-Based Classification Kamil Książek Hubert Jastrzębski Bartosz Trojan Krzysztof Pniaczek Michał Karp Jacek Tabor CLL 79 0 0 18 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Yuan Li Linghe Kong Weiran Huang CLL VLM 185 0 0 12 Mar 2025
A Frank System for Co-Evolutionary Hybrid Decision-Making Federico Mazzoni Riccardo Guidotti Alessio Malizia 38 2 0 08 Mar 2025
Mastering Continual Reinforcement Learning through Fine-Grained Sparse Network Allocation and Dormant Neuron Exploration Chengqi Zheng Haiyan Yin Jianda Chen Terence Ng Yew-Soon Ong Ivor Tsang CLL 172 0 0 07 Mar 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jun Zhang Tianrui Li Xin Yang CLL 49 0 0 27 Feb 2025
CND-IDS: Continual Novelty Detection for Intrusion Detection Systems Sean Fuhrman Onat Gungor T. Rosing AAML 106 0 0 21 Feb 2025
MoMa: A Modular Deep Learning Framework for Material Property Prediction Botian Wang Y. Ouyang Yaohui Li Yansen Wang Haorui Cui Jianbing Zhang Xiaonan Wang Wei-Ying Ma Hao Zhou 49 0 0 21 Feb 2025
Accurate Forgetting for Heterogeneous Federated Continual Learning Abudukelimu Wuerkaixi Sen Cui J.N. Zhang Kunda Yan Bo Han Gang Niu Lei Fang Changshui Zhang Masashi Sugiyama 119 8 0 20 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
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 38 0 0 18 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 84 1 0 17 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
The impact of allocation strategies in subset learning on the expressive power of neural networks Ofir Schlisselberg Ran Darshan 93 0 0 10 Feb 2025
Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems Jie Chen AI4CE 59 2 0 28 Jan 2025
Causal Discovery via Bayesian Optimization Bao Duong Sunil Gupta Thin Nguyen 44 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 62 0 0 20 Jan 2025
Multi-Task Model Merging via Adaptive Weight Disentanglement Feng Xiong Runxi Cheng Wang Chen Zhanqiu Zhang Yiwen Guo Chun Yuan Ruifeng Xu MoMe 102 4 0 10 Jan 2025
Audiopedia: Audio QA with Knowledge Abhirama Subramanyam Penamakuri Kiran Chhatre Akshat Jain KELM AuLLM RALM 58 0 0 31 Dec 2024
Hierarchical Subspaces of Policies for Continual Offline Reinforcement Learning Anthony Kobanda Rémy Portelas Odalric-Ambrym Maillard Ludovic Denoyer OffRL CLL 79 0 0 19 Dec 2024
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 102 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 VLM KELM CLL 88 3 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 81 0 0 26 Nov 2024
On the Convergence of Continual Federated Learning Using Incrementally Aggregated Gradients Satish Kumar Keshri Nazreen Shah Ranjitha Prasad FedML 36 0 0 12 Nov 2024
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 40 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 32 1 0 04 Nov 2024
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 46 0 0 04 Nov 2024
Not Just Object, But State: Compositional Incremental Learning without Forgetting Yanyi Zhang Binglin Qiu Qi Jia Yu Liu Ran He CLL 42 0 0 04 Nov 2024
Interacting Large Language Model Agents. Interpretable Models and Social Learning Adit Jain Vikram Krishnamurthy LLMAG 37 0 0 02 Nov 2024
Dual Low-Rank Adaptation for Continual Learning with Pre-Trained Models Huancheng Chen Jingtao Li Nidham Gazagnadou Weiming Zhuang Chen Chen Lingjuan Lyu VLM CLL 47 1 0 01 Nov 2024
Teddy: Efficient Large-Scale Dataset Distillation via Taylor-Approximated Matching Ruonan Yu Songhua Liu Jingwen Ye Xinchao Wang DD 40 4 0 10 Oct 2024
Temporal-Difference Variational Continual Learning Luckeciano C. Melo Alessandro Abate Yarin Gal BDL CLL VLM 46 0 0 10 Oct 2024
LeanAgent: Lifelong Learning for Formal Theorem Proving Adarsh Kumarappan Mo Tiwari Peiyang Song Robert Joseph George Chaowei Xiao Anima Anandkumar CLL LLMAG LRM 74 8 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
Where are we in audio deepfake detection? A systematic analysis over generative and detection models Xiang Li Pin-Yu Chen Wenqi Wei 41 3 0 06 Oct 2024