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

31 January 2023

Liyuan Wang

Xingxing Zhang

Hang Su

Jun Zhu

KELM

CLL

ArXiv PDF HTML

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

50 / 169 papers shown

Title
A Unified Gradient-based Framework for Task-agnostic Continual Learning-Unlearning Zhehao Huang Xinwen Cheng J. Zhang JingHao Zheng Haoran Wang Zhengbao He Tao Li X. Huang CLL 33 0 0 21 May 2025
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 17 0 0 17 May 2025
Leveraging Real-Time Data Analysis and Multiple Kernel Learning for Manufacturing of Innovative Steels Wolfgang Rannetbauer Simon Hubmer Carina Hambrock Ronny Ramlau 12 1 0 16 May 2025
A Conformal Predictive Measure for Assessing Catastrophic Forgetting Ioannis Pitsiorlas Nour Jamoussi Marios Kountouris 12 0 0 15 May 2025
Reinforced Interactive Continual Learning via Real-time Noisy Human Feedback Yutao Yang Jie Zhou Junsong Li Qianjun Pan Bihao Zhan Qin Chen Xipeng Qiu Liang He CLL 29 0 0 15 May 2025
SEAL: Searching Expandable Architectures for Incremental Learning Matteo Gambella Vicente Javier Castro Solar Manuel Roveri CLL 34 0 0 15 May 2025
On the Learning with Augmented Class via Forests Fan Xu Wuyang Chen Wei Gao 29 0 0 14 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 33 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 45 0 0 08 May 2025
Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay Sriram Mandalika Harsha Vardhan Athira Nambiar VLM 75 0 0 07 May 2025
Onboard Optimization and Learning: A Survey Monirul Islam Pavel Siyi Hu Mahardhika Pratama Ryszard Kowalczyk 26 0 0 07 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 85 0 0 05 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 45 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 48 0 0 01 May 2025
Mathematics of Continual Learning Liangzu Peng René Vidal CLL 75 0 0 24 Apr 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 225 0 0 11 Apr 2025
A Survey of Pathology Foundation Model: Progress and Future Directions Conghao Xiong Hao Chen Joseph J. Y. Sung LM&MA AI4CE 58 0 0 05 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 43 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 77 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 84 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 209 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 217 0 0 07 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 49 0 0 27 Feb 2025
CND-IDS: Continual Novelty Detection for Intrusion Detection Systems Sean Fuhrman Onat Gungor T. Rosing AAML 113 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 56 0 0 21 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 155 14 0 20 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
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 45 1 0 18 Feb 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 89 1 0 17 Feb 2025
The impact of allocation strategies in subset learning on the expressive power of neural networks Ofir Schlisselberg Ran Darshan 98 0 0 10 Feb 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 85 0 0 10 Feb 2025
Continually Evolved Multimodal Foundation Models for Cancer Prognosis Jie Peng Shuang Zhou Longwei Yang Yiran Song Mohan Zhang Kaixiong Zhou Feng Xie Mingquan Lin Rui Zhang Tianlong Chen 92 0 0 30 Jan 2025
Causal Discovery via Bayesian Optimization Bao Duong Sunil Gupta Thin Nguyen 48 0 0 28 Jan 2025
Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems Jie Chen AI4CE 64 2 0 28 Jan 2025
IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target Recognition George Karantaidis Athanasios Pantsios Y. Kompatsiaris Symeon Papadopoulos CLL 65 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 106 4 0 10 Jan 2025
Audiopedia: Audio QA with Knowledge Abhirama Subramanyam Penamakuri Kiran Chhatre Akshat Jain KELM AuLLM RALM 60 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 89 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 92 4 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 88 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
Not Just Object, But State: Compositional Incremental Learning without Forgetting Yanyi Zhang Binglin Qiu Qi Jia Yu Liu Ran He CLL 47 0 0 04 Nov 2024