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Federated Optimization in Heterogeneous Networks

14 December 2018

Papers citing "Federated Optimization in Heterogeneous Networks"

50 / 1,024 papers shown

Title
FedDTG:Federated Data-Free Knowledge Distillation via Three-Player Generative Adversarial Networks Zhenyuan Zhang Tao Shen Jie M. Zhang FedML 93 15 0 01 Jul 2025
TriCon-SF: A Triple-Shuffle and Contribution-Aware Serial Federated Learning Framework for Heterogeneous Healthcare Data Yuping Yan Yizhi Wang Yuanshuai Li Yaochu Jin FedML 5 0 0 20 Jun 2025
Client Selection Strategies for Federated Semantic Communications in Heterogeneous IoT Networks Samer Lahoud Kinda Khawam 7 0 0 20 Jun 2025
Incentivizing High-quality Participation From Federated Learning Agents Jinlong Pang Jiaheng Wei Yifan Hua Chen Qian Yang Liu FedML 16 0 0 20 Jun 2025
FOCoOp: Enhancing Out-of-Distribution Robustness in Federated Prompt Learning for Vision-Language Models Xinting Liao Weiming Liu Jiaming Qian Pengyang Zhou Jiahe Xu Wenjie Wang Chaochao Chen Xiaolin Zheng Tat-Seng Chua FedML OODD VLM 37 0 0 19 Jun 2025
Centroid Approximation for Byzantine-Tolerant Federated Learning Mélanie Cambus Darya Melnyk Tijana Milentijević Stefan Schmid FedML 14 0 0 18 Jun 2025
Federated Learning for MRI-based BrainAGE: a multicenter study on post-stroke functional outcome prediction Vincent Roca Marc Tommasi Paul Andrey A. Bellet M. Schirmer ... Laurent Puy J. Ramon Grégory Kuchcinski Martin Bretzner Renaud Lopes 49 0 0 18 Jun 2025
Event-Driven Online Vertical Federated Learning Ganyu Wang Boyu Wang Bin Gu Charles Ling 20 1 0 17 Jun 2025
FedOne: Query-Efficient Federated Learning for Black-box Discrete Prompt Learning Ganyu Wang Jinjie Fang Maxwell J. Ying Bin Gu Xi Chen Boyu Wang Charles Ling FedML 17 0 0 17 Jun 2025
AFBS:Buffer Gradient Selection in Semi-asynchronous Federated Learning Chaoyi Lu Yiding Sun Jinqian Chen Zhichuan Yang Jiangming Pan Jihua Zhu 9 0 0 15 Jun 2025
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models Y. Zhang Hewei Gao Haokun Chen Weiguo Li Yunpu Ma Volker Tresp 7 0 0 12 Jun 2025
Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Haoxiang Ye Tao Sun Qing Ling FedML 52 0 0 11 Jun 2025
Attention Head Embeddings with Trainable Deep Kernels for Hallucination Detection in LLMs Rodion Oblovatny Alexandra Bazarova Alexey Zaytsev 68 0 0 11 Jun 2025
A Privacy-Preserving Federated Learning Framework for Generalizable CBCT to Synthetic CT Translation in Head and Neck Ciro Benito Raggio P. Zaffino M. Spadea MedIm 29 0 0 10 Jun 2025
UniVarFL: Uniformity and Variance Regularized Federated Learning for Heterogeneous Data Sunny Gupta Nikita Jangid Amit Sethi FedML 12 0 0 09 Jun 2025
pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Mrinmay Sen C Krishna Mohan 13 0 0 08 Jun 2025
Evaluating the Impact of Privacy-Preserving Federated Learning on CAN Intrusion Detection Gabriele Digregorio Elisabetta Cainazzo Stefano Longari Michele Carminati S. Zanero 91 2 0 05 Jun 2025
GCFL: A Gradient Correction-based Federated Learning Framework for Privacy-preserving CPSS Jiayi Wan Xiang Zhu Fanzhen Liu Wei Fan Xiaolong Xu FedML 50 0 0 04 Jun 2025
FORLA:Federated Object-centric Representation Learning with Slot Attention Guiqiu Liao M. Jogan Eric Eaton Daniel A. Hashimoto FedML 64 0 0 03 Jun 2025
FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models Yan Gao Massimo Roberto Scamarcia Javier Fernandez-Marques Mohammad Naseri Chong Shen Ng ... Junyan Wang Zheyuan Liu Daniel J. Beutel Lingjuan Lyu Nicholas D. Lane ALM 52 1 0 03 Jun 2025
Enhancing Convergence, Privacy and Fairness for Wireless Personalized Federated Learning: Quantization-Assisted Min-Max Fair Scheduling Xiyu Zhao Qimei Cui Ziqiang Du Weicai Li Xi Yu Wei Ni Ji Zhang Xiaofeng Tao Ping Zhang 57 0 0 03 Jun 2025
Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review Mrinmay Sen Shruti Aparna Rohit Agarwal C Krishna Mohan FedML 64 0 0 03 Jun 2025
Regularized Federated Learning for Privacy-Preserving Dysarthric and Elderly Speech Recognition Tao Zhong Mengzhe Geng Shujie Hu Guinan Li Xunying Liu 24 0 0 02 Jun 2025
The Actor-Critic Update Order Matters for PPO in Federated Reinforcement Learning Zhijie Xie Shenghui Song 48 0 0 02 Jun 2025
FedRPCA: Enhancing Federated LoRA Aggregation Using Robust PCA Divyansh Jhunjhunwala Arian Raje Madan Ravi Ganesh Chaithanya Kumar Mummadi Chaoqun Dong Jiawei Zhou Wan-Yi Lin Gauri Joshi Zhenzhen Li 45 0 0 01 Jun 2025
Addressing the Collaboration Dilemma in Low-Data Federated Learning via Transient Sparsity Q. Xiao Boqian Wu Andrey Poddubnyy Elena Mocanu Phuong H. Nguyen Mykola Pechenizkiy Decebal Constantin Mocanu FedML Presented at ResearchTrend Connect \| FedML on 02 Jul 2025 58 0 0 01 Jun 2025
Optimized Local Updates in Federated Learning via Reinforcement Learning Ali Murad Bo Hui Wei-Shinn Ku FedML 35 0 0 31 May 2025
Federated learning framework for collaborative remaining useful life prognostics: an aircraft engine case study Diogo Landau Ingeborg de Pater Mihaela Mitici Nishant Saurabh 14 0 0 31 May 2025
ByzFL: Research Framework for Robust Federated Learning Marc González R. Guerraoui Rafael Pinot Geovani Rizk John Stephan François Taïani FedML 31 0 0 30 May 2025
Federated Unsupervised Semantic Segmentation Evangelos Charalampakis Vasileios Mygdalis Ioannis Pitas FedML 20 0 0 29 May 2025
Deep Modeling and Optimization of Medical Image Classification Yihang Wu Muhammad Owais R. Kateb Ahmad Chaddad MedIm VLM 107 1 0 29 May 2025
Accelerated Training of Federated Learning via Second-Order Methods Mrinmay Sen Sidhant R Nair C Krishna Mohan FedML 43 0 0 29 May 2025
Personalized Subgraph Federated Learning with Differentiable Auxiliary Projections Wei Zhuo Zhaohuan Zhan Ziduo Yang Han Yu FedML 17 0 0 29 May 2025
Hybrid Batch Normalisation: Resolving the Dilemma of Batch Normalisation in Federated Learning Hongyao Chen Tianyang Xu Xiaojun Wu Josef Kittler FedML 21 0 0 28 May 2025
Inclusive, Differentially Private Federated Learning for Clinical Data Santhosh Parampottupadam Melih Coşğun Sarthak Pati M. Zenk Saikat Roy Dimitrios Bounias Benjamin Hamm Sinem Sav R. Floca Klaus H. Maier-Hein FedML 58 0 0 28 May 2025
Federated Instrumental Variable Analysis via Federated Generalized Method of Moments Geetika Somya Tyagi Bapi Chatterjee FedML 27 0 0 27 May 2025
AMSFL: Adaptive Multi-Step Federated Learning via Gradient Difference-Based Error Modeling Ganglou Xu 46 0 0 27 May 2025
SEMFED: Semantic-Aware Resource-Efficient Federated Learning for Heterogeneous NLP Tasks Sajid Hussain Muhammad Sohail Nauman Ali Khan FedML 11 0 0 26 May 2025
Avoid Forgetting by Preserving Global Knowledge Gradients in Federated Learning with Non-IID Data Abhijit Chunduru Majid Morafah Mahdi Morafah Vishnu Pandi Chellapandi Ang Li FedML 54 0 0 26 May 2025
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed Environments Junming Liu Yanting Gao Siyuan Meng Yifei Sun Aoqi Wu Yufei Jin Yirong Chen Ding Wang Guosun Zeng 66 1 0 26 May 2025
Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning Hui Ma Kai Yang Yang Jiao OOD 199 1 0 25 May 2025
Distribution-Aware Mobility-Assisted Decentralized Federated Learning Md. Farhamdur Reza Reza Jahani Richeng Jin H. Dai 57 0 0 24 May 2025
Federated prediction for scalable and privacy-preserved knowledge-based planning in radiotherapy Jingyun Chen David Horowitz Yading Yuan MedIm AI4CE 60 0 0 20 May 2025
FedCTTA: A Collaborative Approach to Continual Test-Time Adaptation in Federated Learning Rakibul Hasan Rajib Md Akil Raihan Iftee Mir Sazzat Hossain A. K. M. Mahbubur Rahman Sajib Mistry M Ashraful Amin Amin Ahsan Ali FedML TTA 104 0 0 19 May 2025
Joint Graph Estimation and Signal Restoration for Robust Federated Learning Tsutahiro Fukuhara Junya Hara Hiroshi Higashi Yuichi Tanaka FedML 83 0 0 16 May 2025
Enhancing the Performance of Global Model by Improving the Adaptability of Local Models in Federated Learning Wujun Zhou Shu Ding Zechao Li Wei Wang FedML 120 0 0 15 May 2025
Toward Malicious Clients Detection in Federated Learning Zhihao Dou Jiaqi Wang Wei Sun Zhuqing Liu Minghong Fang AAML 74 0 0 14 May 2025
Adaptive Latent-Space Constraints in Personalized FL Sana Ayromlou D. B. Emerson FedML 73 0 0 12 May 2025
Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization Zhuang Qi Sijin Zhou Lei Meng Han Hu Han Yu Xiangxu Meng FedML CML 495 1 0 08 May 2025
FDA-Opt: Communication-Efficient Federated Fine-Tuning of Language Models Michail Theologitis V. Samoladas Antonios Deligiannakis 145 0 0 07 May 2025