Advances and Open Challenges in Federated Foundation Models Apr 23, 2024 Computational Efficiency Federated Learning
— Unverified 0 A Comparative Study of Sampling Methods with Cross-Validation in the FedHome Framework Jun 4, 2024 Federated Learning
— Unverified 0 Celtibero: Robust Layered Aggregation for Federated Learning Aug 26, 2024 Federated Learning
— Unverified 0 An Operator Splitting View of Federated Learning Aug 12, 2021 Federated Learning
— Unverified 0 CELLM: An Efficient Communication in Large Language Models Training for Federated Learning Jul 30, 2024 Federated Learning
— Unverified 0 Anonymizing Data for Privacy-Preserving Federated Learning Feb 21, 2020 BIG-bench Machine Learning Federated Learning
— Unverified 0 Advances and Challenges in Meta-Learning: A Technical Review Jul 10, 2023 Continual Learning Domain Adaptation
— Unverified 0 CELEST: Federated Learning for Globally Coordinated Threat Detection May 23, 2022 Active Learning Federated Learning
— Unverified 0 EcoLearn: Optimizing the Carbon Footprint of Federated Learning Oct 27, 2023 Federated Learning
— Unverified 0 An On-Device Federated Learning Approach for Cooperative Model Update between Edge Devices Feb 27, 2020 Anomaly Detection Federated Learning
— Unverified 0 CDKT-FL: Cross-Device Knowledge Transfer using Proxy Dataset in Federated Learning Apr 4, 2022 Federated Learning Knowledge Distillation
— Unverified 0 Advancements of federated learning towards privacy preservation: from federated learning to split learning Nov 25, 2020 BIG-bench Machine Learning Federated Learning
— Unverified 0 A Comparative Study of Federated Learning Models for COVID-19 Detection Mar 28, 2023 Federated Learning Medical Image Analysis
— Unverified 0 Accelerated Convergence of Stochastic Heavy Ball Method under Anisotropic Gradient Noise Dec 22, 2023 Federated Learning
— Unverified 0 Random Client Selection on Contrastive Federated Learning for Tabular Data May 16, 2025 Federated Learning Privacy Preserving
— Unverified 0 CDFL: Efficient Federated Human Activity Recognition using Contrastive Learning and Deep Clustering Jul 17, 2024 Activity Recognition Clustering
— Unverified 0 CD2-pFed: Cyclic Distillation-Guided Channel Decoupling for Model Personalization in Federated Learning Jan 1, 2022 Federated Learning Medical Image Analysis
— Unverified 0 CD^2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning Apr 8, 2022 Federated Learning Medical Image Analysis
— Unverified 0 CCVA-FL: Cross-Client Variations Adaptive Federated Learning for Medical Imaging Jul 16, 2024 Diversity Federated Learning
— Unverified 0 Anomaly Detection via Federated Learning Oct 12, 2022 Anomaly Detection Federated Learning
— Unverified 0 Advancements in Federated Learning: Models, Methods, and Privacy Feb 22, 2023 Federated Learning Privacy Preserving
— Unverified 0 CC-FedAvg: Computationally Customized Federated Averaging Dec 28, 2022 Federated Learning
— Unverified 0 CATFL: Certificateless Authentication-based Trustworthy Federated Learning for 6G Semantic Communications Feb 1, 2023 Data Poisoning Decoder
— Unverified 0 CatFedAvg: Optimising Communication-efficiency and Classification Accuracy in Federated Learning Nov 14, 2020 Classification Federated Learning
— Unverified 0 Anomaly Detection in Double-entry Bookkeeping Data by Federated Learning System with Non-model Sharing Approach Jan 22, 2025 Anomaly Detection Dimensionality Reduction
— Unverified 0 Advanced Relay-Based Collaborative Framework for Optimizing Synchronization in Split Federated Learning over Wireless Networks Mar 18, 2025 Edge-computing Federated Learning
— Unverified 0 A Comparative Evaluation of FedAvg and Per-FedAvg Algorithms for Dirichlet Distributed Heterogeneous Data Sep 3, 2023 Federated Learning
— Unverified 0 Caring Without Sharing: A Federated Learning Crowdsensing Framework for Diversifying Representation of Cities Jan 20, 2022 Federated Learning Privacy Preserving
— Unverified 0 Anomalous Client Detection in Federated Learning Nov 3, 2024 Anomaly Detection Edge-computing
— Unverified 0 CAPT: Class-Aware Prompt Tuning for Federated Long-Tailed Learning with Vision-Language Model Mar 10, 2025 Federated Learning Language Modeling
— Unverified 0 AnoFel: Supporting Anonymity for Privacy-Preserving Federated Learning Jun 12, 2023 Federated Learning Privacy Preserving
— Unverified 0 Advanced Deep Learning and Large Language Models: Comprehensive Insights for Cancer Detection Mar 30, 2025 Diagnostic Federated Learning
— Unverified 0 Capitalization Normalization for Language Modeling with an Accurate and Efficient Hierarchical RNN Model Feb 16, 2022 Federated Learning Language Modeling
— Unverified 0 FLBench: A Benchmark Suite for Federated Learning Aug 17, 2020 BIG-bench Machine Learning Federated Learning
— Unverified 0 Can You Really Backdoor Federated Learning? Nov 18, 2019 Federated Learning
— Unverified 0 An Investigation towards Differentially Private Sequence Tagging in a Federated Framework Jun 1, 2021 Federated Learning named-entity-recognition
— Unverified 0 How global observation works in Federated Learning: Integrating vertical training into Horizontal Federated Learning Dec 2, 2021 Federated Learning
— Unverified 0 A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications Dec 9, 2024 Federated Learning
— Unverified 0 Can We Trust the Similarity Measurement in Federated Learning? Oct 20, 2023 Federated Learning Model Poisoning
— Unverified 0 Can We Theoretically Quantify the Impacts of Local Updates on the Generalization Performance of Federated Learning? Sep 5, 2024 Federated Learning
— Unverified 0 An Interpretable Federated Learning-based Network Intrusion Detection Framework Jan 10, 2022 Federated Learning Intrusion Detection
— Unverified 0 Can Public Large Language Models Help Private Cross-device Federated Learning? May 20, 2023 Federated Learning
— Unverified 0 AdRo-FL: Informed and Secure Client Selection for Federated Learning in the Presence of Adversarial Aggregator Jun 21, 2025 Federated Learning Privacy Preserving
— Unverified 0 Canoe : A System for Collaborative Learning for Neural Nets Aug 27, 2021 Edge-computing Federated Learning
— Unverified 0 CANITA: Faster Rates for Distributed Convex Optimization with Communication Compression Jul 20, 2021 Distributed Optimization Federated Learning
— Unverified 0 An Intelligent Native Network Slicing Security Architecture Empowered by Federated Learning Oct 4, 2024 Federated Learning
— Unverified 0 A(DP)^2SGD: Asynchronous Decentralized Parallel Stochastic Gradient Descent with Differential Privacy Aug 21, 2020 Federated Learning
— Unverified 0 Can Fair Federated Learning reduce the need for Personalisation? May 4, 2023 Federated Learning
— Unverified 0 Can Decentralized Learning be more robust than Federated Learning? Mar 7, 2023 Federated Learning
— Unverified 0 An Intelligent Mechanism for Monitoring and Detecting Intrusions in IoT Devices Jun 23, 2023 Federated Learning Intrusion Detection
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