Federated Class-Incremental Learning

22 March 2022

Papers citing "Federated Class-Incremental Learning"

50 / 86 papers shown

Title
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 41 0 0 01 May 2025
FedEMA: Federated Exponential Moving Averaging with Negative Entropy Regularizer in Autonomous Driving Wei-Bin Kou Guangxu Zhu Bingyang Cheng Shuai Wang Ming Tang Yik-Chung Wu 33 0 0 01 May 2025
Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for FCL Xiaoming Qi Jingyang Zhang H. Fu Guanyu Yang Shuo Li Yueming Jin FedML 57 0 0 23 Mar 2025
Federated Continual Instruction Tuning Haiyang Guo Fanhu Zeng Fei Zhu Wenzhuo Liu Da-Han Wang Jian Xu Xu-Yao Zhang Cheng-Lin Liu CLL FedML 63 1 0 17 Mar 2025
Split Adaptation for Pre-trained Vision Transformers Lixu Wang Bingqi Shang Y. Li Payal Mohapatra Wei Dong Xiao-Xu Wang Qi Zhu ViT 40 0 0 01 Mar 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 63 0 0 25 Feb 2025
Accurate Forgetting for Heterogeneous Federated Continual Learning Abudukelimu Wuerkaixi Sen Cui J. Zhang Kunda Yan Bo Han Gang Niu Lei Fang Changshui Zhang Masashi Sugiyama 97 7 0 20 Feb 2025
Ten Challenging Problems in Federated Foundation Models Tao Fan Hanlin Gu Xuemei Cao Chee Seng Chan Qian Chen ... Y. Zhang Xiaojin Zhang Zhenzhe Zheng Lixin Fan Qiang Yang FedML 73 3 0 14 Feb 2025
Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting M. Nori Il Kim Guanghui CLL 60 0 0 26 Jan 2025
Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence Yichen Li Yuying Wang Tianzhe Xiao Haozhao Wang Yining Qi Ruixuan Li 108 1 0 18 Dec 2024
FedRewind: Rewinding Continual Model Exchange for Decentralized Federated Learning Luca Palazzo M. Pennisi Federica Proietto Salanitri Giovanni Bellitto S. Palazzo C. Spampinato FedML 18 0 0 14 Nov 2024
Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen? Yongsheng Mei Liangqi Yuan Dong-Jun Han Kevin S. Chan Christopher G. Brinton Tian-Shing Lan 24 0 0 10 Nov 2024
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 31 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
Federated Black-Box Adaptation for Semantic Segmentation Jay N. Paranjape S. Sikder S. Vedula Vishal M. Patel FedML 27 0 0 31 Oct 2024
FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Zhenheng Tang Yonggang Zhang Peijie Dong Y. Cheung Amelie Chi Zhou Bo Han Xiaowen Chu FedML MoMe AI4CE 45 6 0 27 Oct 2024
Delta: A Cloud-assisted Data Enrichment Framework for On-Device Continual Learning Chen Gong Zhenzhe Zheng Fan Wu Xiaofeng Jia Guihai Chen LMTD FedML 23 2 0 24 Oct 2024
How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization? Jiahua Dong Wenqi Liang Hongliu Li Duzhen Zhang Meng Cao Henghui Ding Salman Khan F. Khan DiffM 39 9 0 23 Oct 2024
Closed-form merging of parameter-efficient modules for Federated Continual Learning Riccardo Salami Pietro Buzzega Matteo Mosconi Jacopo Bonato Luigi Sabetta Simone Calderara FedML MoMe CLL 29 2 0 23 Oct 2024
Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving Wei-Bin Kou Qingfeng Lin Ming Tang Rongguang Ye Shuai Wang Guangxu Zhu Yik-Chung Wu 29 4 0 29 Sep 2024
Buffer-based Gradient Projection for Continual Federated Learning Shenghong Dai Jy-yong Sohn Yicong Chen S. Alam Ravikumar Balakrishnan Suman Banerjee N. Himayat Kangwook Lee FedML 43 2 0 03 Sep 2024
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning Jinglin Liang Jin Zhong Hanlin Gu Zhongqi Lu Xingxing Tang Gang Dai Shuangping Huang Lixin Fan Qiang Yang DiffM 29 7 0 02 Sep 2024
Overcoming Catastrophic Forgetting in Federated Class-Incremental Learning via Federated Global Twin Generator Thinh Nguyen Khoa D. Doan Binh T. Nguyen Danh Le-Phuoc Kok-Seng Wong FedML 30 0 0 13 Jul 2024
Cs2K: Class-specific and Class-shared Knowledge Guidance for Incremental Semantic Segmentation Wei Cong Yang Cong Yuyang Liu Gan Sun VLM CLL 21 2 0 12 Jul 2024
Personalized Federated Domain-Incremental Learning based on Adaptive Knowledge Matching Yichen Li Wenchao Xu Haozhao Wang Ruixuan Li Yining Qi Jingcai Guo CLL 22 4 0 06 Jul 2024
PECTP: Parameter-Efficient Cross-Task Prompts for Incremental Vision Transformer Qian Feng Hanbin Zhao Chao Zhang Jiahua Dong Henghui Ding Yu-Gang Jiang Hui Qian VLM 24 3 0 04 Jul 2024
FedRC: A Rapid-Converged Hierarchical Federated Learning Framework in Street Scene Semantic Understanding Wei-Bin Kou Qingfeng Lin Ming Tang Shuai Wang Guangxu Zhu Yik-Chung Wu 42 3 0 01 Jul 2024
Prototype Correlation Matching and Class-Relation Reasoning for Few-Shot Medical Image Segmentation Yumin Zhang Hongliu Li Yajun Gao Haoran Duan Yawen Huang Yefeng Zheng 22 0 0 07 Jun 2024
Federated Continual Learning Goes Online: Leveraging Uncertainty for Modality-Agnostic Class-Incremental Learning Giuseppe Serra Florian Buettner CLL FedML 34 0 0 29 May 2024
Variational Bayes for Federated Continual Learning Dezhong Yao Sanmu Li Yutong Dai Zhiqiang Xu Shengshan Hu Peilin Zhao Lichao Sun FedML 31 1 0 23 May 2024
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory Naibo Wang Yuchen Deng Wenjie Feng Jianwei Yin See-Kiong Ng DiffM FedML 21 1 0 22 May 2024
Rehearsal-free Federated Domain-incremental Learning Rui Sun Haoran Duan Jiahua Dong Varun Ojha Tejal Shah R. Ranjan CLL 36 1 0 22 May 2024
FedProK: Trustworthy Federated Class-Incremental Learning via Prototypical Feature Knowledge Transfer Xin Gao Xin Yang Hao Yu Yan Kang Tianrui Li CLL 27 1 0 04 May 2024
MAP: Model Aggregation and Personalization in Federated Learning with Incomplete Classes Xin-Chun Li Shaoming Song Yinchuan Li Bingshuai Li Yunfeng Shao Yang Yang De-Chuan Zhan FedML 21 5 0 14 Apr 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 34 2 0 04 Apr 2024
Dual-Personalizing Adapter for Federated Foundation Models Yiyuan Yang Guodong Long Taoshu Shen Jing Jiang Michael Blumenstein 86 19 0 28 Mar 2024
Text-Enhanced Data-free Approach for Federated Class-Incremental Learning Minh-Tuan Tran Trung Le Xuan-May Le Mehrtash Harandi Dinh Q. Phung CLL 19 2 0 21 Mar 2024
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Da-Wei Zhou Hai-Long Sun Han-Jia Ye De-Chuan Zhan CLL 30 51 0 18 Mar 2024
Towards Efficient Replay in Federated Incremental Learning Yichen Li Qunwei Li Haozhao Wang Ruixuan Li Leon Wenliang Zhong Guannan Zhang 29 2 0 09 Mar 2024
PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning Haiyang Guo Fei Zhu Wenzhuo Liu Xu-Yao Zhang Cheng-Lin Liu CLL 27 6 0 04 Jan 2024
Federated Continual Learning via Knowledge Fusion: A Survey Xin Yang Hao Yu Xin Gao Hao Wang Junbo Zhang Tianrui Li FedML 15 29 0 27 Dec 2023
Federated Continual Novel Class Learning Lixu Wang Chenxi Liu Junfeng Guo Jiahua Dong Xiao Wang Heng-Chiao Huang Qi Zhu CLL FedML 19 2 0 21 Dec 2023
Incremental Semi-supervised Federated Learning for Health Inference via Mobile Sensing Guimin Dong Lihua Cai Mingyue Tang Laura E. Barnes M. Boukhechba FedML 11 0 0 19 Dec 2023
Distributed Continual Learning with CoCoA in High-dimensional Linear Regression Martin Hellkvist Ayça Özçelikkale Anders Ahlén OOD 17 1 0 04 Dec 2023
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr FedML CLL 8 29 0 13 Nov 2023
Concept Matching: Clustering-based Federated Continual Learning Xiaopeng Jiang Marcello Restelli FedML 11 0 0 12 Nov 2023
Federated Class-Incremental Learning with Prompting Jiale Liu Yu-Wei Zhan Chong-Yu Zhang Xin Luo Zhen-Duo Chen Yinwei Wei CLL FedML 21 2 0 13 Oct 2023
Create Your World: Lifelong Text-to-Image Diffusion Gan Sun Wenqi Liang Jiahua Dong Jun Li Zhengming Ding Yang Cong DiffM VLM 20 27 0 08 Sep 2023
Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning Yavuz Faruk Bakman D. Yaldiz Yahya H. Ezzeldin A. Avestimehr CLL FedML 15 15 0 03 Sep 2023
I3DOD: Towards Incremental 3D Object Detection via Prompting Wenqi Liang Gan Sun Chenxi Liu Jiahua Dong Kangru Wang CLL 15 2 0 24 Aug 2023