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https://proceedings.neurips.cc/paper_files/paper/2025/hash/17ca2b635fdb94dbd3292da790e3fd46-Abstract-Conference.html FedFACT: A Provable Framework for Controllable Group-Fairness Calibration in Federated Learning federated learning framework controllable group fairness https://arxiv.org/abs/2008.04489 [2008.04489] Federated Learning via Synthetic Data Abstract page for arXiv paper 2008.04489: Federated Learning via Synthetic Data federated learning synthetic data via https://explorenetworth.com/unveiling-federated-learning-revolutionizing-collaborative-machine-learning/ Unveiling Federated Learning: Revolutionizing Collaborative Machine Learning - Explore Net Worth Apr 4, 2024 - In the era of big data and privacy concerns, traditional machine learning approaches face significant challenges when it comes to accessing and utilizing vast federated learning net worth unveiling revolutionizing collaborative https://publications-cnrc.canada.ca/eng/view/object/?id=96f2e1e2-a1f9-4247-8497-7ab80a91fe20 An alternative approach to federated learning for model security and data privacy - NRC... An alternative approach to federated learning for model security and data privacy security and data alternative approach federated learning model privacy https://uwspace.uwaterloo.ca/items/68e0a8c4-2b6b-488c-a215-8c71f245c3a6 Fast, Private and Fair Federated Learning A remarkable progress in machine learning (ML) technologies has happened during the past decade. Federated learning (FL) is a decentralized ML setting, where... federated learning fast private fair https://research.buaa.edu.cn/en/publications/privacy-preserving-cross-silo-federated-learning-atop-blockchain-/ Privacy-Preserving Cross-Silo Federated Learning Atop Blockchain for IoT - Beihang University federated learning beihang university privacy preserving cross https://flw.di.unito.it/ FLW@TheWebConf - 1st Workshop on Federated Learning Technologies Apr 30, 2023 - Workshop on Federated Learning Technologies @ TheWebConf 2023 federated learning workshop technologies https://zilliz.com/ai-faq/why-is-federated-learning-important-for-data-privacy Why is federated learning important for data privacy? - Zilliz Vector Database Federated learning is important for data privacy because it allows models to be trained across multiple devices or serve federated learning data privacy vector database important zilliz https://repository.tudelft.nl/record/uuid:fc1dac88-8243-4638-ab36-7dce3728e597 Time-Series Forecasting with Hybrid Federated Learning | TU Delft Repository time series forecasting federated learning tu delft hybrid repository https://iris.gssi.it/handle/20.500.12571/36808 Towards AI Agents for Selecting Architectural Patterns in Federated Learning Systems towards ai architectural patterns federated learning agents selecting https://proceedings.iclr.cc/paper_files/paper/2024/hash/b03f3077d83096f73b24109ac1ce1788-Abstract-Conference.html Backdoor Federated Learning by Poisoning Backdoor-Critical Layers federated learning backdoor poisoning critical layers https://deepai.org/publication/kernel-based-federated-learning-with-personalization Kernel-based Federated Learning with Personalization | DeepAI Jul 16, 2022 - 07/16/22 - We consider federated learning with personalization, where in addition to a global objective, each client is also interested in ma... federated learning kernel based personalization deepai https://fs.unm.edu/nss8/index.php/111/article/view/4357?articlesBySameAuthorPage=4 Neutrosophic Cognitive Maps for Clinical Decision Making in Mental Healthcare: A Federated Learning... decision making mental healthcare federated learning cognitive maps https://khazna.ku.ac.ae/en/publications/reputation-based-federated-learning-defense-to-mitigate-threats-i/ Reputation-Based Federated Learning Defense to Mitigate Threats in EEG Signal Classification -... federated learning reputation based defense mitigate https://openreview.net/forum?id=fiBnhdazkyx A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning |... A coupled vertical federated learning framework that boosts the model performance with record similarities. design of federated learning coupled exploiting record https://wp.lancs.ac.uk/colab/2023/10/04/robust-federated-learning-method-against-data-and-model-poisoning-attacks-with-heterogeneous-data-distribution/ Robust Federated Learning Method against Data and Model Poisoning Attacks with Heterogeneous Data... federated learning robust method data model https://collaborate.princeton.edu/en/publications/digital-versus-analog-transmissions-for-federated-learning-over-w/ Digital versus Analog Transmissions for Federated Learning over Wireless Networks - Princeton... federated learning over wireless digital versus analog https://ai.updf.com/paper-detail/communication-efficient-federated-learning-via-knowledge-distillation-wu-wu-56708004ada46632aa25d1d7a3f2d5b92b54166f Communication-efficient federated learning via knowledge distillation This work presents a communication-efficient federated learning method that saves a major fraction of communication cost, and reveals the advantage of... federated learning knowledge distillation communication efficient via https://bytez.com/docs/cvpr/33329?_c=eyJ2IjoxLCJyZWxhdGVkIjpbImNvZGUiLCJyZWZlcmVuY2VzIiwiY29uZmVyZW5jZSJdfQ%3D%3D FedBiP: Heterogeneous One-Shot Federated Learning with Personalized Latent Diffusion Models | Read... Jun 15, 2025 - This paper introduces a new method called FedBiP for One-Shot Federated Learning (OSFL), which allows different clients to train machine learning models... one shot federated learning latent diffusion personalized models https://researchwith.stevens.edu/en/publications/a-blockchain-based-privacy-preserving-federated-learning-scheme-f/ A blockchain based privacy-preserving federated learning scheme for Internet of Vehicles - Stevens... federated learning blockchain based privacy preserving https://easychair.org/cfp/topic?tid=17182506 All CFPs for "federated learning" federated learning cfps https://repiw.com/federated-learning-ai-cerdas-tanpa-kompromi-privasi-data-pribadi-anda/ Federated Learning: AI Cerdas Tanpa Kompromi Privasi Data Pribadi Anda - Repiw Jelajahi Federated Learning, teknologi AI revolusioner yang memungkinkan kecerdasan buatan belajar tanpa mengakses data pribadi Anda. Temukan cara kerjanya,... federated learning privasi data ai cerdas pribadi https://networks.imdea.org/mledge-project-proves-federated-learning-can-support-real-world-ai-services/ MLEDGE project proves federated learning can support real-world AI services - IMDEA Networks :... Jan 27, 2026 - After two and a half years of work, the MLEDGE project (Cloud and Edge Machine Learning), led by Professor Nikolaos Laoutaris at IMDEA Networks, has... federated learning real world ai services project proves https://www.techscience.com/cmc/v84n2/62925 CMC | VPAFL: Verifiable Privacy-Preserving Aggregation for Federated Learning Based on Single Server Federated Learning (FL) has emerged as a promising distributed machine learning paradigm that enables multi-party collaborative training while eliminating the... federated learning based on single server cmc verifiable https://papers.nips.cc/paper_files/paper/2020/hash/187acf7982f3c169b3075132380986e4-Abstract.html Lower Bounds and Optimal Algorithms for Personalized Federated Learning federated learning lower bounds optimal algorithms https://publica.fraunhofer.de/entities/publication/2e8350e3-417a-4211-9536-43cbbb56e228 Gist - Optimizing Segmentation for Decentralized Federated Learning on Tiny Devices We introduce Gist, a decentralized federated learning framework for tiny microcontrollers. Rather than considering all model parameters as equally important,... federated learning tiny devices gist optimizing segmentation https://enicomp.com/the-role-of-federated-learning-in-privacy-centric-ai/ The Role of Federated Learning in Privacy-Centric AI Apr 10, 2025 - Federated learning is an innovative approach to machine learning that enables multiple devices or servers to collaboratively learn a shared.. role of federated learning privacy centric ai https://docs.cloud.google.com/architecture/cross-silo-cross-device-federated-learning-google-cloud Cross-silo and cross-device federated learning on Google Cloud | Cloud Architecture Center | Google... Provides guidance to help you create a federated learning platform that supports either a cross-silo or cross-device architecture. cloud architecture center federated learning on google cross silo https://flower.ai/docs/framework/1.29/en/tutorial-series-what-is-federated-learning.html What is Federated Learning? - Flower Framework Welcome to the Flower federated learning tutorial! In this tutorial, you will learn what federated learning is, build your first system in Flower, and... what is federated learning flower framework https://www.ndss-symposium.org/ndss-paper/auto-draft-52/ Information Leaks in Sequential Federated Learning - NDSS Symposium information leaks federated learning sequential ndss symposium https://www.envisioning.com/research/grid/federated-grid-learning Federated Learning for Grid Optimization | Grid | Envisioning Utilities can train grid optimization models across distributed devices without centralizing sensitive customer or operational data. federated learning grid optimization envisioning https://ieeetv.ieee.org/ondemand/ieee-icassp-2020-virtual-conference-may-2020/5681 Private Fl-Gan: Differential Privacy Synthetic Data Generation Based On Federated Learning | IEEETV Generative Adversarial Network (GAN) has already made a big splash in the field of generating realistic ``fake'' data. However, when data is distributed and... synthetic data generation differential privacy federated learning private fl https://kindatechnical.com/federated-learning-guide/index.html kindatechnical() | A Guide to Federated Learning - All Topics kindatechnical() | A Guide to Federated Learning - All Topics a guide to federated learning all topics https://mmaglobal.com/articles/beginners-guide-federated-learning-differential-privacy Beginner's Guide to Federated Learning & Differential Privacy | MMA / Marketing + Media Alliance It should come as no surprise that the marketing industry is riding a wave of change. In the wake of prolific data breaches and prominent scandals, consumers... guide to federated learning differential privacy mma marketing media alliance https://digitalcommons.kennesaw.edu/facpubs/4974/ "Realizing the Heterogeneity: A Self-Organized Federated Learning Frame" by Junjie Pang, Yan Huang... The ubiquity of devices in Internet of Things (IoT) has opened up a large source for IoT data. Machine learning (ML) models with big IoT data is beneficial to... federated learning yan huang heterogeneity self organized https://www.thejournal.club/c/paper/391684/ Federated Learning for Channel Estimation in Conventional and RIS-Assisted Massive MIMO federated learning massive mimo channel estimation conventional https://bioengineer.org/smart-task-offloading-in-mec-via-federated-learning/ Smart Task Offloading in MEC via Federated Learning Dec 23, 2025 - In the ever-evolving landscape of edge computing and artificial intelligence, a groundbreaking study has surfaced, presenting a novel approach to the... federated learning smart task offloading mec https://elmi.hbku.edu.qa/en/publications/hierarchical-federated-learning-over-hetnets-enabled-by-wireless--2/ Hierarchical Federated Learning over HetNets enabled by Wireless Energy Transfer - Hamad Bin... federated learning energy transfer enabled wireless hamad https://publications.eai.eu/index.php/sis/article/view/11731/4076 View of A Cloud Environment Security Access Control Scheme Based on Federated Learning and Fuzzy... cloud environment security access federated learning view control https://www.bringmark.com/faqs/when-should-a-team-avoid-building-a-custom-federated-learning-platform When should a team avoid building a custom federated learning platform? | FAQs | Bringmark If data partners are few and stable, or if regulations only require that 'data can't move,' a simpler centralized approach with strong privacy technology and... a team federated learning platform faqs avoid building https://www.ijcai.org/proceedings/2024/554 Redefining Contributions: Shapley-Driven Federated Learning | IJCAI Electronic proceedings of IJCAI 2024 federated learning redefining contributions driven ijcai https://scholars.duke.edu/publication/1531150 Scholars@Duke publication: Personalized federated learning: An attentive collaboration approach federated learning scholars duke publication personalized https://www.athene-center.de/forschung/publikationen/freqfed-a-frequency-analysis-based-approach-for-mi-4413 FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning... Federated learning (FL) is a collaborative learning paradigm allowing multiple clients to jointly train a model without sharing their training data. However,... frequency analysis federated learning based approach poisoning https://btw.media/en/nvidia-powers-federated-learning-for-enhanced-ai-tumor-segmentation-in-medical-imaging Nvidia powers federated learning for enhanced AI tumor segmentation in medical imaging Sep 23, 2024 - OUR TAKEA group of experts from leading U.S. medical institutions is exploring federated learning to train AI models for tumor segmentation, allowing for... federated learning medical imaging nvidia powers enhanced https://www.utwente.nl/en/eemcs/scs/education/assignments/finished-assignments/master/20240827-membership-inference-attacks-on-federated-learning-protocols/ Membership Inference Atacks on Federated Learning Protocols | Finished Master Assignments |... federated learning membership inference protocols finished https://researchwith.njit.edu/en/publications/privacy-aware-federated-learning-for-page-recommendation/ Privacy-Aware Federated Learning for Page Recommendation - New Jersey Institute of Technology institute of technology federated learning new jersey privacy aware https://proceedings.mlr.press/v162/yue22a.html Neural Tangent Kernel Empowered Federated Learning Jun 28, 2022 - Neural Tangent Kernel Empowered Federated LearningKai Yue, Richeng Jin, Ryan Pilgrim, Chau-Wai Wong, Dror Baron, Huaiyu DaiFederated... federated learning neural tangent kernel empowered https://pure.psu.edu/en/publications/unifying-domain-gap-in-federated-learning-a-geometric-approach/ Unifying domain gap in Federated Learning: A geometric approach - Penn State federated learning penn state domain gap geometric https://experts.illinois.edu/en/publications/mitigating-demographic-bias-of-federated-learning-models-via-robu/ Mitigating Demographic Bias of Federated Learning Models via Robust-Fair Domain Smoothing: A... federated learning demographic bias models via https://researchdataanalysis.com/tag/environmental-data-science-award-for-federated-learning/ Environmental Data Science Award for Federated Learning Archives - Research Data Analysis Awards environmental data science award federated learning research analysis archives https://curin.chitkara.edu.in/conferences/apple-leaf-disease-recognition-a-robust-federated-learning-cnn-methodology/ Apple Leaf Disease Recognition: A Robust Federated Learning CNN Methodology - CURIN apple leaf federated learning disease recognition robust https://thesai.org/Publications/ViewPaper?Volume=16&Issue=5&Code=IJACSA&SerialNo=45 Attention-Driven Hierarchical Federated Learning for Privacy-Preserving Edge AI in Heterogeneous... ECG arrhythmia detection is very important in identification and management of patients with cardiac disorders. Centralized machine learning models are privacy... federated learning edge ai attention driven privacy https://horkan.com/tag/federated-learning Federated Learning Archives - Horkan a blog by Wayne Horkan federated learning archives https://www.ornl.gov/publication/electrical-load-forecasting-over-multihop-smart-metering-networks-federated-learning Electrical Load Forecasting Over Multihop Smart Metering Networks With Federated Learning | ORNL Electric load forecasting is essential for power management and stability in smart grids. This is mainly achieved via advanced metering infrastructure, where... load forecasting smart metering federated learning electrical multihop https://shop.elsevier.com/books/federated-learning-for-medical-imaging/li/978-0-443-23641-9 Federated Learning for Medical Imaging - 1st Edition | Elsevier Shop federated learning for medical imaging edition elsevier https://www.startus-insights.com/innovators-guide/federated-learning-companies/ Top 5 Federated Learning Companies [2026] | StartUs Insights federated learning top companies startus insights https://edrn.cancer.gov/data-and-resources/publications/40366260-privacy-preserving-federated-learning-and-uncertainty-quantification-in-medical-imaging/ Privacy-preserving Federated Learning and Uncertainty Quantification in Medical Imaging. This is a publication by a member of the Early Detection Research Network. federated learning uncertainty quantification medical imaging privacy preserving https://trainer-india.com/tag/federated-learning-5g-networks/ federated learning 5G networks Archives - Corporate Trainer & Consultant in Delhi | India federated learning corporate trainer networks archives consultant https://dbs.uni-leipzig.de/research/publications/federated-learning-with-individualized-privacy-through-client-sampling Federated Learning With Individualized Privacy Through Client Sampling | Database Group Leipzig federated learning individualized privacy client sampling https://polen.itu.edu.tr/entities/publication/3c999e01-c878-4bc9-aa7e-547c301c215a Unveiling the Wireless Network Limitations in Federated Learning wireless network federated learning unveiling limitations https://research.ibm.com/publications/federated-learning-of-models-pre-trained-on-different-features-with-consensus-graphs Federated Learning of Models Pre-Trained on Different Features with Consensus Graphs for UAI 2023 -... Federated Learning of Models Pre-Trained on Different Features with Consensus Graphs for UAI 2023 by Tengfei Ma et al. federated learning of models pre trained different https://openresearch.ceu.edu/items/90296fa0-d775-4401-a69e-7f05d6d41a95 Initialisation and network effects in decentralised federated learning Fully decentralised federated learning enables collaborative training of individual machine learning models on a distributed network of communicating devices... network effects federated learning decentralised https://nebula-dfl.eu/ NEBULA: A Platform for Decentralized Federated Learning A cutting-edge platform designed to facilitate the training of federated models within both centralized and decentralized architectures federated learning nebula platform decentralized https://researcher.manipal.edu/en/publications/federated-learning-for-enhancing-cybersecurity-in-iot-integrated-/ Federated Learning for Enhancing Cybersecurity in IoT-Integrated 6G Networks: Challenges,... federated learning enhancing cybersecurity iot integrated