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Communication-Efficient Learning of Deep Networks from Decentralized Data

17 February 2016

Blaise Agüera y Arcas

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Papers citing "Communication-Efficient Learning of Deep Networks from Decentralized Data"

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Title
Hybrid Batch Normalisation: Resolving the Dilemma of Batch Normalisation in Federated Learning Hongyao Chen Tianyang Xu Xiaojun Wu Josef Kittler FedML 30 0 0 28 May 2025
DES-LOC: Desynced Low Communication Adaptive Optimizers for Training Foundation Models Alex Iacob Lorenzo Sani M. Safaryan Paris Giampouras Samuel Horváth ... Meghdad Kurmanji Preslav Aleksandrov William F. Shen Xinchi Qiu Nicholas D. Lane OffRL 112 0 0 28 May 2025
CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning Kaveen Hiniduma Zilinghan Li Aditya Sinha Ravi Madduri Suren Byna 20 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 67 0 0 28 May 2025
Fairness in Federated Learning: Fairness for Whom? Afaf Taik Khaoula Chehbouni G. Farnadi FedML 59 0 0 27 May 2025
Voronoi-grid-based Pareto Front Learning and Its Application to Collaborative Federated Learning Mengmeng Chen Xiaohu Wu Qiqi Liu Tiantian He Yew-Soon Ong Yaochu Jin Qicheng Lao Han Yu 59 0 0 27 May 2025
Addressing Data Quality Decompensation in Federated Learning via Dynamic Client Selection Qinjun Fei Nuria Rodríguez-Barroso M. V. Luzón Zhongliang Zhang Francisco Herrera FedML 40 0 0 27 May 2025
SHE-LoRA: Selective Homomorphic Encryption for Federated Tuning with Heterogeneous LoRA Jianmin Liu Li Yan Borui Li Lei Yu Chao Shen 31 0 0 27 May 2025
Label Leakage in Federated Inertial-based Human Activity Recognition Marius Bock Maximilian Hopp Kristof Van Laerhoven Michael Moeller AAML 52 0 0 27 May 2025
When Shift Happens - Confounding Is to Blame Abbavaram Gowtham Reddy Celia Rubio-Madrigal R. Burkholz Krikamol Muandet OOD 60 0 0 27 May 2025
Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Yuanzhe Peng Jieming Bian Lei Wang Yin Huang Jie Xu 29 0 0 27 May 2025
Federated Instrumental Variable Analysis via Federated Generalized Method of Moments Geetika Somya Tyagi Bapi Chatterjee FedML 39 0 0 27 May 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 58 0 0 27 May 2025
AMSFL: Adaptive Multi-Step Federated Learning via Gradient Difference-Based Error Modeling Ganglou Xu 48 0 0 27 May 2025
Privacy-Preserving Chest X-ray Report Generation via Multimodal Federated Learning with ViT and GPT-2 Md. Zahid Hossain Mustofa Ahmed Most. Sharmin Sultana Samu Md. Rakibul Islam MedIm 81 0 0 27 May 2025
DP-RTFL: Differentially Private Resilient Temporal Federated Learning for Trustworthy AI in Regulated Industries Abhijit Talluri 28 0 0 27 May 2025
SEMFED: Semantic-Aware Resource-Efficient Federated Learning for Heterogeneous NLP Tasks Sajid Hussain Muhammad Sohail Nauman Ali Khan FedML 25 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 79 1 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 78 0 0 26 May 2025
FinLoRA: Benchmarking LoRA Methods for Fine-Tuning LLMs on Financial Datasets Dannong Wang Jaisal Patel Daochen Zha Steve Yang Xiao-Yang Liu 33 0 0 26 May 2025
Exploring the Possibility of TypiClust for Low-Budget Federated Active Learning Yuta Ono Hiroshi Nakamura Hideki Takase 34 0 0 26 May 2025
Multimodal Federated Learning With Missing Modalities through Feature Imputation Network Pranav Poudel Aavash Chhetri P. Gyawali Georgios Leontidis Binod Bhattarai 39 0 0 26 May 2025
Differential Privacy Analysis of Decentralized Gossip Averaging under Varying Threat Models A. Koskela Tejas D. Kulkarni 45 0 0 26 May 2025
One-shot Robust Federated Learning of Independent Component Analysis Dian Jin Xin Bing Yuqian Zhang FedML 119 0 0 26 May 2025
Evaluating Query Efficiency and Accuracy of Transfer Learning-based Model Extraction Attack in Federated Learning Sayyed Farid Ahamed Sandip Roy S. Banerjee Marc Vucovich Kevin Choi A. Rahman Alison Hu Edward Bowen Sachin Shetty MIACV FedML 30 0 0 25 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 49 0 0 25 May 2025
Learning without Isolation: Pathway Protection for Continual Learning Zhikang Chen Abudukelimu Wuerkaixi Sen Cui Haoxuan Li D. Li ... Houfang Liu Yi Yang Sifan Yang Changshui Zhang Tianling Ren CLL 52 0 0 24 May 2025
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks Abir Ray 29 0 0 24 May 2025
Distribution-Aware Mobility-Assisted Decentralized Federated Learning Md. Farhamdur Reza Reza Jahani Richeng Jin H. Dai 57 0 0 24 May 2025
Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning Chi Zhang Ziying Jia George Atia Sihong He Yue Wang 124 0 0 24 May 2025
Federated Retrieval-Augmented Generation: A Systematic Mapping Study Abhijit Chakraborty Chahana Dahal Vivek Gupta 188 0 0 24 May 2025
FedHL: Federated Learning for Heterogeneous Low-Rank Adaptation via Unbiased Aggregation Zihao Peng Jiandian Zeng Boyuan Li Guo Li Shengbo Chen Tian Wang FedML 117 0 0 24 May 2025
Federated Causal Inference from Multi-Site Observational Data via Propensity Score Aggregation Khellaf Rémi Bellet Aurélien Josse Julie FedML 93 1 0 23 May 2025
Adversarial Robustness of Nonparametric Regression Parsa Moradi Hanzaleh Akabrinodehi M. Maddah-ali AAML 82 0 0 23 May 2025
From Local Patterns to Global Understanding: Cross-Stock Trend Integration for Enhanced Predictive Modeling Yi Hu Hanchi Ren Jingjing Deng Xianghua Xie AIFin FedML 48 0 0 22 May 2025
A Two-Stage Data Selection Framework for Data-Efficient Model Training on Edge Devices Chen Gong Rui Xing Zhenzhe Zheng Fan Wu 68 0 0 22 May 2025
Privacy-Aware Cyberterrorism Network Analysis using Graph Neural Networks and Federated Learning Anas Ali Mubashar Husain Peter Hans 29 0 0 22 May 2025
Redefining Clustered Federated Learning for System Identification: The Path of ClusterCraft Ertuğrul Keçeci Müjde Güzelkaya Tufan Kumbasar FedML 82 0 0 22 May 2025
Performance Guaranteed Poisoning Attacks in Federated Learning: A Sliding Mode Approach Huazi Pan Yanjun Zhang Leo Yu Zhang Scott Adams Abbas Kouzani Suiyang Khoo FedML 80 0 0 22 May 2025
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Md Ashraf Uddin Nam H. Chu Reza Rafeh Mutaz Barika 46 0 0 22 May 2025
Secure and Private Federated Learning: Achieving Adversarial Resilience through Robust Aggregation Kun Yang Neena Imam 174 0 0 22 May 2025
Enhancing Federated Survival Analysis through Peer-Driven Client Reputation in Healthcare Navid Seidi Satyaki Roy Sajal Das FedML 91 0 0 22 May 2025
Improving Generalization in Heterogeneous Federated Continual Learning via Spatio-Temporal Gradient Matching with Prototypical Coreset Minh-Duong Nguyen Le-Tuan Nguyen Quoc-Viet Pham CLL 30 0 0 22 May 2025
EC-LDA : Label Distribution Inference Attack against Federated Graph Learning with Embedding Compression Tong Cheng Fu Jie Xinpeng Ling Huifa Li Zhili Chen AAML FedML 69 0 0 21 May 2025
A Federated Splitting Framework for LLMs: Security, Efficiency, and Adaptability Zishuai Zhang Hainan Zhang JiaYing Zheng Ziwei Wang Yongxin Tong Jin Dong Zhiming Zheng FedML 79 0 0 21 May 2025
Second-Order Convergence in Private Stochastic Non-Convex Optimization Youming Tao Zuyuan Zhang Dongxiao Yu Xiuzhen Cheng Falko Dressler Di Wang 71 1 0 21 May 2025
LAGO: Few-shot Crosslingual Embedding Inversion Attacks via Language Similarity-Aware Graph Optimization Wenrui Yu Yiyi Chen Johannes Bjerva Sokol Kosta Qiongxiu Li 77 0 0 21 May 2025
Federated Learning-Enhanced Blockchain Framework for Privacy-Preserving Intrusion Detection in Industrial IoT Anas Ali Mubashar Husain Peter Hans 31 0 0 21 May 2025
Federated Learning with Unlabeled Clients: Personalization Can Happen in Low Dimensions Hossein Zakerinia Jonathan Scott Christoph H. Lampert FedML 66 0 0 21 May 2025
Distributionally Robust Federated Learning with Client Drift Minimization Mounssif Krouka Chaouki Ben Issaid Mehdi Bennis OOD FedML 57 0 0 21 May 2025