Title
Federated style aware transformer aggregation of representations Mincheol Jeon Euinam Huh 124 0 0 24 Nov 2025
TOFA: Training-Free One-Shot Federated Adaptation for Vision-Language Models Li Zhang Zhongxuan Han Xiaohua Feng Jiaming Zhang Yuyuan Li Linbo Jiang Jianan Lin Chaochao Chen FedML VLM 353 0 0 20 Nov 2025
A Hybrid Proactive And Predictive Framework For Edge Cloud Resource Management Hrikshesh Kumar Anika Garg Anshul Gupta Yashika Agarwal 164 0 0 20 Nov 2025
SMoFi: Step-wise Momentum Fusion for Split Federated Learning on Heterogeneous Data Mingkun Yang Ran Zhu Qing Wang Jie Yang FedML 331 0 0 13 Nov 2025
An Efficient Gradient-Aware Error-Bounded Lossy Compressor for Federated Learning Zhijing Ye Sheng Di Jiamin Wang Zhiqing Zhong Zhaorui Zhang Xiaodong Yu FedML 144 0 0 07 Nov 2025
Edge AI in Highly Volatile Environments: Is Fairness Worth the Accuracy Trade-off? Obaidullah Zaland Feras M. Awaysheh Sawsan Al Zubi Abdul Rahman Safi Monowar Bhuyan AAML 98 0 0 03 Nov 2025
Reviving Stale Updates: Data-Free Knowledge Distillation for Asynchronous Federated Learning Baris Askin Holger Roth Zhenyu Sun Carlee Joe-Wong Gauri Joshi Ziyue Xu FedML 188 0 0 01 Nov 2025
FedMGP: Personalized Federated Learning with Multi-Group Text-Visual Prompts Weihao Bo Yanpeng Sun Y. Wang X. Zhang Zechao Li FedML VLM 258 0 0 01 Nov 2025
Cluster-Based Client Selection for Dependent Multi-Task Federated Learning in Edge Computing Jieping Luo Qiyue Li Zhizhang Liu Hang Qi Jiaying Yin Jingjin Wu FedML 88 0 0 15 Oct 2025
Research in Collaborative Learning Does Not Serve Cross-Silo Federated Learning in Practice Kevin Kuo Chhavi Yadav Virginia Smith FedML 156 0 0 14 Oct 2025
PubSub-VFL: Towards Efficient Two-Party Split Learning in Heterogeneous Environments via Publisher/Subscriber Architecture Yi Liu Yang Liu Leqian Zheng Jue Hong Junjie Shi Qingyou Yang Ye Wu Cong Wang 92 0 0 14 Oct 2025
FedHybrid: Breaking the Memory Wall of Federated Learning via Hybrid Tensor ManagementACM International Conference on Embedded Networked Sensor Systems (SenSys), 2024 Kahou Tam Chunlin Tian Li Li Haikai Zhao Chengzhong Xu FedML 157 6 0 13 Oct 2025
Evaluation of Differential Privacy Mechanisms on Federated Learning Tejash Varsani FedML 70 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 183 0 0 08 Oct 2025
TS-Agent: A Time Series Reasoning Agent with Iterative Statistical Insight Gathering Penghang Liu Elizabeth Fons Svitlana Vyetrenko Daniel Borrajo Vamsi K. Potluru Manuela Veloso LLMAG AI4TS RALM 111 0 0 08 Oct 2025
FTTE: Federated Learning on Resource-Constrained Devices Irene Tenison Anna Murphy Charles Beauville Lalana Kagal FedML 76 0 0 03 Oct 2025
Towards Adapting Federated & Quantum Machine Learning for Network Intrusion Detection: A SurveyInternational Conference on Modern Circuits and Systems Technologies (ICMCST), 2025 Devashish Chaudhary Sutharshan Rajasegarar Mengyue Deng FedML AI4CE 411 1 0 24 Sep 2025
OmniFed: A Modular Framework for Configurable Federated Learning from Edge to HPC Sahil Tyagi Andrei Cozma Olivera Kotevska Feiyi Wang FedML 162 0 0 23 Sep 2025
FedAVOT: Exact Distribution Alignment in Federated Learning via Masked Optimal Transport Herlock Rahimi Dionysis Kalogerias FedML 72 0 0 17 Sep 2025
PracMHBench: Re-evaluating Model-Heterogeneous Federated Learning Based on Practical Edge Device ConstraintsDesign Automation Conference (DAC), 2025 Yuanchun Guo Bingyan Liu Yulong Sha Zhensheng Xian 150 0 0 04 Sep 2025
Optimizing Federated Learning for Scalable Power-demand Forecasting in MicrogridseScience (eScience), 2025 Roopkatha Banerjee Sampath Koti Gyanendra Singh Anirban Chakraborty Gurunath Gurrala Bhushan Jagyasi Yogesh Simmhan 124 1 0 11 Aug 2025
SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios Borui Li Li Yan Junhao Han Jianmin Liu Lei Yu FedML 92 0 0 06 Aug 2025
FLAT: Latent-Driven Arbitrary-Target Backdoor Attacks in Federated Learning T. Nguyen Khoa D. Doan Kok-Seng Wong FedML AAML 82 1 0 06 Aug 2025
Asynchronous Federated Learning with non-convex client objective functions and heterogeneous datasetIEEE Transactions on Artificial Intelligence (IEEE TAI), 2025 Ali Forootani Raffaele Iervolino FedML 83 0 0 03 Aug 2025
Dynamic Clustering for Personalized Federated Learning on Heterogeneous Edge Devices Heting Liu Junzhe Huang Fang He Guohong Cao FedML 125 0 0 03 Aug 2025
FedCVD++: Communication-Efficient Federated Learning for Cardiovascular Risk Prediction with Parametric and Non-Parametric Model Optimization Abdelrhman Gaber Hassan Abd-Eltawab John Elgallab Youssif Abuzied Dineo Mpanya Turgay Celik Swarun Kumar Tamer ElBatt FedML 105 0 0 30 Jul 2025
FedABC: Attention-Based Client Selection for Federated Learning with Long-Term View Wenxuan Ye Xueli An Junfan Wang Xueqiang Yan Georg Carle FedML 149 0 0 28 Jul 2025
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Mahmoud Nazzal Khoa Nguyen Deepak Vungarala Ramtin Zand Shaahin Angizi Hai Phan Abdallah Khreishah 72 1 0 23 Jul 2025
FuSeFL: Fully Secure and Scalable Cross-Silo Federated Learning Sahar Ghoflsaz Ghinani Elaheh Sadredini FedML 166 2 0 18 Jul 2025
SecureFed: A Two-Phase Framework for Detecting Malicious Clients in Federated LearningIEEE International Conference on Information Reuse and Integration (IRI), 2025 Likhitha Annapurna Kavuri Akshay Mhatre Akarsh K Nair Deepti Gupta 120 1 0 19 Jun 2025
Clustered Federated Learning via Embedding Distributions Dekai Zhang Matthew Williams Francesca Toni FedML 147 0 0 09 Jun 2025
FedAPM: Federated Learning via ADMM with Partial Model Personalization Shengkun Zhu Feiteng Nie Jinshan Zeng Sheng Wang Yuan Sun Yuan Yao Shangfeng Chen Quanqing Xu Chuanhui Yang FedML 222 0 0 05 Jun 2025
Unified Alignment Protocol: Making Sense of the Unlabeled Data in New Domains Sabbir Ahmed Mamshad Nayeem Rizve Abdullah Al Arafat Jacqueline T. Liu Rahim Hossain Mohaiminul Al Nahian Adnan Siraj Rakin FedML 184 0 0 27 May 2025
Fairness in Federated Learning: Fairness for Whom? Afaf Taik Khaoula Chehbouni G. Farnadi FedML 185 1 0 27 May 2025
Addressing Data Quality Decompensation in Federated Learning via Dynamic Client SelectionFuture generations computer systems (FGCS), 2025 Qinjun Fei Nuria Rodríguez-Barroso M. V. Luzón Zhongliang Zhang Francisco Herrera FedML 168 0 0 27 May 2025
Label Leakage in Federated Inertial-based Human Activity Recognition Marius Bock Maximilian Hopp Kristof Van Laerhoven Michael Moeller AAML 260 0 0 27 May 2025
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks Abir Ray 150 0 0 24 May 2025
A Two-Stage Data Selection Framework for Data-Efficient Model Training on Edge DevicesKnowledge Discovery and Data Mining (KDD), 2025 Chen Gong Rui Xing Zhenzhe Zheng Fan Wu 153 2 0 22 May 2025
RIFLES: Resource-effIcient Federated LEarning via Scheduling Sara Alosaime Arshad Jhumka FedML 157 0 0 19 May 2025
SecEmb: Sparsity-Aware Secure Federated Learning of On-Device Recommender System with Large Embedding Peihua Mai Youlong Ding Ziyan Lyu Minxin Du Yan Pang FedML 235 0 0 18 May 2025
Toward Malicious Clients Detection in Federated LearningACM Asia Conference on Computer and Communications Security (AsiaCCS), 2025 Zhihao Dou Jiaqi Wang Wei Sun Zhuqing Liu Minghong Fang AAML 305 2 0 14 May 2025
Energy-Efficient Federated Learning for AIoT using Clustering MethodsIEEE Internet of Things Journal (IEEE IoT J.), 2025 Roberto Pereira Fernanda Famá Charalampos Kalalas Paolo Dini 172 0 0 14 May 2025
A Federated Random Forest Solution for Secure Distributed Machine Learning Alexandre Cotorobai Jorge Miguel Silva Jose Luis Oliveira OOD FedML 255 2 0 12 May 2025
Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Jiacheng Wang Le Liang Hao Ye Chongtao Guo Shi Jin 146 0 0 06 May 2025
PQS-BFL: A Post-Quantum Secure Blockchain-based Federated Learning Framework Daniel Commey Garth V. Crosby 162 3 0 03 May 2025
Federated Learning: A Survey on Privacy-Preserving Collaborative Intelligence Edward Collins FedML 428 8 0 24 Apr 2025
Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks Yang Liu Bingjie Yan Tianyuan Zou Jianqing Zhang Zixuan Gu ... Jiajian Li Xiaozhou Ye Ye Ouyang Qiang Yang Yanzhe Zhang ALM 978 2 0 24 Apr 2025
Towards a Distributed Federated Learning Aggregation Placement using Particle Swarm Intelligence Amir Ali-Pour Sadra Bekrani Laya Samizadeh Julien Gascon-Samson FedML 159 0 0 22 Apr 2025
FedFetch: Faster Federated Learning with Adaptive Downstream PrefetchingIEEE Conference on Computer Communications (IEEE INFOCOM), 2025 Qifan Yan Andrew Liu Shiqi He Mathias Lécuyer Ivan Beschastnikh FedML 401 1 0 21 Apr 2025
Collaborative Learning of On-Device Small Model and Cloud-Based Large Model: Advances and Future Directions Chaoyue Niu Yucheng Ding Junhui Lu Zhengxiang Huang Hang Zeng Yutong Dai Xuezhen Tu Chengfei Lv Fan Wu Guihai Chen 311 2 0 17 Apr 2025