Better Generative Replay for Continual Federated Learning

25 February 2023

Papers citing "Better Generative Replay for Continual Federated Learning"

33 / 33 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
Federated Continual 3D Segmentation With Single-round Communication Can Peng Qianhui Men Pramit Saha Qianye Yang Cheng Ouyang J. A. Noble FedML 49 0 0 19 Mar 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 106 8 0 20 Feb 2025
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs Junying Chen Zhenyang Cai Ke Ji X. Wang Wanlong Liu Rongsheng Wang Jianye Hou Benyou Wang LRM 28 0 0 25 Dec 2024
Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence Yichen Li Yuying Wang Tianzhe Xiao Haozhao Wang Yining Qi Ruixuan Li 114 1 0 18 Dec 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 29 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
Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces Jifeng Hu Sili Huang Li Shen Zhejian Yang Shengchao Hu Shisong Tang H. Chen Yi-Ju Chang Dacheng Tao Lichao Sun OffRL 27 0 0 21 Oct 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 35 7 0 02 Sep 2024
PIP: Prototypes-Injected Prompt for Federated Class Incremental Learning M. A. Ma'sum Mahardhika Pratama Savitha Ramasamy Lin Liu Habibullah Habibullah Ryszard Kowalczyk CLL 18 0 0 30 Jul 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
Personalized Federated Domain-Incremental Learning based on Adaptive Knowledge Matching Yichen Li Wenchao Xu Haozhao Wang Ruixuan Li Yining Qi Jingcai Guo CLL 22 12 0 06 Jul 2024
Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tags Daiqing Qi Handong Zhao Zijun Wei Sheng Li 35 2 0 16 Jun 2024
Federated Continual Learning Goes Online: Leveraging Uncertainty for Modality-Agnostic Class-Incremental Learning Giuseppe Serra Florian Buettner CLL FedML 44 0 0 29 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 34 1 0 22 May 2024
Continual Offline Reinforcement Learning via Diffusion-based Dual Generative Replay Jinmei Liu Wenbin Li Xiangyu Yue Shilin Zhang Chunlin Chen Zhi Wang OffRL DiffM 27 5 0 16 Apr 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 33 6 0 16 Mar 2024
Towards Efficient Replay in Federated Incremental Learning Yichen Li Qunwei Li Haozhao Wang Ruixuan Li Leon Wenliang Zhong Guannan Zhang 34 13 0 09 Mar 2024
Federated Learning with New Knowledge: Fundamentals, Advances, and Futures Lixu Wang Yang Zhao Jiahua Dong Ating Yin Qinbin Li Xiao Wang Dusit Niyato Qi Zhu FedML 74 2 0 03 Feb 2024
Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding Depeng Li Tianqi Wang Junwei Chen Qining Ren Kenji Kawaguchi Zhigang Zeng CLL 38 6 0 17 Jan 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 Novel Class Learning Lixu Wang Chenxi Liu Junfeng Guo Jiahua Dong Xiao Wang Heng-Chiao Huang Qi Zhu CLL FedML 27 2 0 21 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 15 29 0 13 Nov 2023
Concept Matching: Clustering-based Federated Continual Learning Xiaopeng Jiang Marcello Restelli FedML 19 0 0 12 Nov 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
Adapter-based Selective Knowledge Distillation for Federated Multi-domain Meeting Summarization Xiachong Feng Xiaocheng Feng Xiyuan Du MingSung Kan Bing Qin FedML 6 5 0 07 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 29 45 0 16 Jul 2023
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr FedML 14 2 0 02 Jul 2023
Federated Incremental Semantic Segmentation Jiahua Dong Duzhen Zhang Yang Cong Wei Cong Henghui Ding Dengxin Dai FedML 29 38 0 10 Apr 2023
Adversarial Continual Learning Sayna Ebrahimi Franziska Meier Roberto Calandra Trevor Darrell Marcus Rohrbach CLL VLM 147 195 0 21 Mar 2020
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,183 0 30 Oct 2016
Learning Task Grouping and Overlap in Multi-task Learning Abhishek Kumar Hal Daumé 177 523 0 27 Jun 2012