Papers citing 'Federated Learning with Matched Averaging'

Title
FedSparQ: Adaptive Sparse Quantization with Error Feedback for Robust & Efficient Federated Learning Chaimaa Medjadji Sadi Alawadi Feras M. Awaysheh Guilain Leduc Sylvain Kubler Yves Le Traon FedML MQ 100 0 0 05 Nov 2025
Federated Learning via Meta-Variational DropoutNeural Information Processing Systems (NeurIPS), 2025 Insu Jeon Minui Hong Junhyeog Yun Gunhee Kim FedML 129 10 0 23 Oct 2025
BlendFL: Blended Federated Learning for Handling Multimodal Data Heterogeneity Alejandro Guerra-Manzanares Omar El-Herraoui Michail Maniatakos Farah E. Shamout 28 0 0 15 Oct 2025
Robustness and Regularization in Hierarchical Re-BasinThe European Symposium on Artificial Neural Networks (ESANN), 2025 Benedikt Franke Florian Heinrich Markus Lange Arne P. Raulf MoMe AAML 105 1 0 10 Oct 2025
Do We Really Need Permutations? Impact of Width Expansion on Linear Mode Connectivity Akira Ito Masanori Yamada Daiki Chijiwa Atsutoshi Kumagai MoMe 61 0 0 09 Oct 2025
FedDTRE: Federated Dialogue Generation Models Powered by Trustworthiness Evaluation Shule Lu LingXiang Wang Sijia Wen Ziwei Wang Hainan Zhang FedML 32 0 0 09 Oct 2025
Reconquering Bell sampling on qudits: stabilizer learning and testing, quantum pseudorandomness bounds, and more J. Allcock Joao F. Doriguello Gábor Ivanyos M. Santha 40 3 0 08 Oct 2025
Trade-off in Estimating the Number of Byzantine Clients in Federated Learning Z. Chen Su Zhang Heng Huang FedML 60 0 0 06 Oct 2025
Decentralized Dynamic Cooperation of Personalized Models for Federated Continual Learning Danni Yang Zhikang Chen Sen Cui Mengyue Yang D. Li Abudukelimu Wuerkaixi Xue Yang Jinke Ren Mingming Gong FedML 28 0 0 28 Sep 2025
Cost-Free Personalization via Information-Geometric Projection in Bayesian Federated Learning Nour Jamoussi Giuseppe Serra Photios A. Stavrou Marios Kountouris FedML 60 0 0 12 Sep 2025
Learn Faster and Remember More: Balancing Exploration and Exploitation for Continual Test-time Adaptation Pinci Yang Peisong Wen Ke Ma Qianqian Xu CLL TTA 129 0 0 18 Aug 2025
Widening the Network Mitigates the Impact of Data Heterogeneity on FedAvg Like Jian Dong Liu FedML 48 0 0 18 Aug 2025
AI Security Map: Holistic Organization of AI Security Technologies and Impacts on Stakeholders Hiroya Kato Kentaro Kita Kento Hasegawa Seira Hidano 48 0 0 12 Aug 2025
Decoupled Contrastive Learning for Federated Learning Hyungbin Kim Incheol Baek Yon Dohn Chung FedML 93 0 0 06 Aug 2025
Cyst-X: A Federated AI System Outperforms Clinical Guidelines to Detect Pancreatic Cancer Precursors and Reduce Unnecessary Surgery Hongyi Pan Gorkem Durak Elif Keles Deniz Seyithanoglu Zheyuan Zhang ... Tamas Gonda Frank H. Miller Rajesh N. Keswani Michael B. Wallace Ulas Bagci MedIm 170 0 0 29 Jul 2025
Progressive Size-Adaptive Federated Learning: A Comprehensive Framework for Heterogeneous Multi-Modal Data Systems Sajid Hussain Muhammad Sohail Nauman Ali Khan Naima Iltaf Ihtesham ul Islam AI4TS 94 0 0 24 Jun 2025
Flat Channels to Infinity in Neural Loss Landscapes Flavio Martinelli Alexander Van Meegen Berfin Simsek W. Gerstner Johanni Brea 165 0 0 17 Jun 2025
The Butterfly Effect: Neural Network Training Trajectories Are Highly Sensitive to Initial Conditions Devin Kwok Gül Sena Altıntaş Colin Raffel David Rolnick 254 0 0 16 Jun 2025
UniVarFL: Uniformity and Variance Regularized Federated Learning for Heterogeneous Data Sunny Gupta Nikita Jangid Amit Sethi FedML 72 0 0 09 Jun 2025
PCDVQ: Enhancing Vector Quantization for Large Language Models via Polar Coordinate Decoupling Yuxuan Yue Zukang Xu Zhihang Yuan Dawei Yang Jianglong Wu Liqiang Nie MQ 184 1 0 05 Jun 2025
Optimal Transport-based Domain Alignment as a Preprocessing Step for Federated LearningInternational Conference on Information Photonics (ICIP), 2025 Luiz Manella Pereira M. Amini FedML 153 0 0 04 Jun 2025
FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging Zijian Li Xiaocheng Feng Huixin Liu Yichong Huang Ting Liu Bing Qin MoMe 222 0 0 03 Jun 2025
Towards Graph-Based Privacy-Preserving Federated Learning: ModelNet -- A ResNet-based Model Classification Dataset Abhisek Ray Lukas Esterle OOD 99 0 0 31 May 2025
Accelerated Training of Federated Learning via Second-Order Methods Mrinmay Sen Sidhant R Nair C Krishna Mohan FedML 130 0 0 29 May 2025
Federated Instrumental Variable Analysis via Federated Generalized Method of Moments Geetika Somya Tyagi Bapi Chatterjee FedML 105 0 0 27 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 151 2 0 26 May 2025
FedSKC: Federated Learning with Non-IID Data via Structural Knowledge Collaboration Huan Wang Haoran Li H. Chen Jun Yan Lijuan Wang Jiahua Shi Shiping Chen Jun Shen FedML 98 0 0 25 May 2025
Distributionally Robust Federated Learning with Client Drift Minimization Mounssif Krouka Chaouki Ben Issaid Mehdi Bennis OOD FedML 111 0 0 21 May 2025
FlexFed: Mitigating Catastrophic Forgetting in Heterogeneous Federated Learning in Pervasive Computing Environments Sara Alosaime Arshad Jhumka 65 0 0 19 May 2025
Incentivizing Inclusive Contributions in Model Sharing MarketsNature Communications (Nat Commun), 2025 Enpei Zhang Jingyi Chai Guangyi Liu Yanfeng Wang Siheng Chen TDI FedML 702 2 0 05 May 2025
SacFL: Self-Adaptive Federated Continual Learning for Resource-Constrained End DevicesIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025 Zhengyi Zhong Weidong Bao Ji Wang Jianguo Chen Lingjuan Lyu Wei Yang Bryan Lim CLL 274 3 0 01 May 2025
Token-Level Prompt Mixture with Parameter-Free Routing for Federated Domain Generalization Shuai Gong C. Cui Xiaolin Dong Xiushan Nie Lei Zhu Xiaojun Chang FedML MoE 188 0 0 29 Apr 2025
Learning Critically: Selective Self Distillation in Federated Learning on Non-IID DataIEEE Transactions on Big Data (IEEE Trans. Big Data), 2024 Yuting He Yiqiang Chen Xiaodong Yang H. Yu Yi-Hua Huang Yang Gu FedML 278 25 0 20 Apr 2025
Selective Attention Federated Learning: Improving Privacy and Efficiency for Clinical Text Classification Yue Li L. Zhang 147 3 0 16 Apr 2025
Metropolis-Hastings Captioning Game: Knowledge Fusion of Vision Language Models via Decentralized Bayesian Inference Yuta Matsui Ryosuke Yamaki Ryo Ueda Seitaro Shinagawa Tadahiro Taniguchi MLLM 178 3 0 13 Apr 2025
Query-based Knowledge Transfer for Heterogeneous Learning EnvironmentsInternational Conference on Learning Representations (ICLR), 2025 Norah Alballa Wenxuan Zhang Ziquan Liu A. Abdelmoniem Mohamed Elhoseiny Marco Canini 242 0 0 12 Apr 2025
FedFeat+: A Robust Federated Learning Framework Through Federated Aggregation and Differentially Private Feature-Based Classifier Retraining Mrityunjoy Gain Kitae Kim Avi Deb Raha Apurba Adhikary Eui-nam Huh Zhu Han Choong Seon Hong FedML 176 1 0 08 Apr 2025
Operator Learning: A Statistical Perspective Unique Subedi Ambuj Tewari 185 3 0 04 Apr 2025
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation Siladittya Manna Suresh Das Sayantari Ghosh Saumik Bhattacharya FedML 136 1 0 30 Mar 2025
FLIP: Towards Comprehensive and Reliable Evaluation of Federated Prompt Learning Dongping Liao X. Gao Yabo Xu Chengzhong Xu FedML VLM 151 0 0 28 Mar 2025
AIGC-assisted Federated Learning for Edge Intelligence: Architecture Design, Research Challenges and Future Directions Xianke Qiang Zheng Chang Ying-Chang Liang FedML 166 0 0 26 Mar 2025
Distributionally Robust Federated Learning: An ADMM Algorithm Wen Bai Yi Wong Xiao Qiao Chin Pang Ho FedML OOD 206 0 0 24 Mar 2025
FedAWA: Adaptive Optimization of Aggregation Weights in Federated Learning Using Client VectorsComputer Vision and Pattern Recognition (CVPR), 2025 Changlong Shi He Zhao Bingjie Zhang Mingyuan Zhou Dandan Guo Yi Chang 211 3 0 20 Mar 2025
FedLWS: Federated Learning with Adaptive Layer-wise Weight ShrinkingInternational Conference on Learning Representations (ICLR), 2025 Changlong Shi Jinmeng Li He Zhao D. Guo Yi Chang FedML 228 1 0 19 Mar 2025
Aggregation on Learnable Manifolds for Asynchronous Federated Optimization Archie Licudi A. Thakur Soheila Molaei Danielle Belgrave David Clifton FedML 97 0 0 18 Mar 2025
A Survey on Federated Fine-tuning of Large Language Models Yebo Wu Chunlin Tian Jingguang Li He Sun Kahou Tam Zhanting Zhou Haicheng Liao Zhijiang Guo Li Li Chengzhong Xu FedML 317 9 0 15 Mar 2025
Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated LearningComputer Vision and Pattern Recognition (CVPR), 2025 Yanbiao Ma Wei-Ming Dai Wenke Huang Jiayi Chen 357 4 0 09 Mar 2025
Personalized Federated Learning via Learning Dynamic Graphs Ziran Zhou Guanyu Gao Xiaohu Wu Yan Lyu FedML 133 1 0 07 Mar 2025
Federated Inverse Probability Treatment Weighting for Individual Treatment Effect Estimation Changchang Yin Hong-You Chen Wei-Lun Chao Ping Zhang CML 139 1 0 06 Mar 2025
Multi-Level Collaboration in Model Merging Qi Li Runpeng Yu Xinchao Wang MoMe FedML 205 0 0 03 Mar 2025