Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in
Federated Class Continual Learning

Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning

2 September 2024

Hanlin Gu

Shuangping Huang

Papers citing "Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning"

7 / 7 papers shown

Title
Replay-Based Continual Learning with Dual-Layered Distillation and a Streamlined U-Net for Efficient Text-to-Image Generation Md. Naimur Asif Borno Md Sakib Hossain Shovon Asmaa Soliman Al-Moisheer Mohammad Ali Moni 21 0 0 11 May 2025
ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection Lei Hu Zhiyong Gan Ling Deng Jinglin Liang Lingyu Liang Shuangping Huang Tianshui Chen DiffM 23 0 0 10 May 2025
Knowledge Augmentation in Federation: Rethinking What Collaborative Learning Can Bring Back to Decentralized Data Wentai Wu Ligang He Saiqin Long Ahmed M. Abdelmoniem Yingliang Wu Rui Mao 50 0 0 05 Mar 2025
Disentangling data distribution for Federated Learning Xinyuan Zhao Hanlin Gu Lixin Fan Qiang Yang Yuxing Han OOD FedML 34 0 0 31 Dec 2024
One-Shot Diffusion Mimicker for Handwritten Text Generation Gang Dai Yifan Zhang Quhui Ke Qiangya Guo Shuangping Huang DiffM 38 8 0 06 Sep 2024
Federated Learning with Diffusion Models for Privacy-Sensitive Vision Tasks Ye Lin Tun Chu Myaet Thwal J. Yoon Sun Moo Kang Chaoning Zhang Choong Seon Hong FedML MedIm 24 8 0 28 Nov 2023
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,183 0 30 Oct 2016