Enhancing Privacy in Federated Learning: Secure Aggregation for Real-World Healthcare Applications Sep 2, 2024 CPU Federated Learning
Code Code Available 5 DPAUC: Differentially Private AUC Computation in Federated Learning Aug 25, 2022 Federated Learning
Code Code Available 5 FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models Oct 16, 2023 Federated Learning parameter-efficient fine-tuning
Code Code Available 5 FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heterogeneity in Federated Learning Jan 6, 2024 Contrastive Learning Federated Learning
Code Code Available 5 FedGraph: A Research Library and Benchmark for Federated Graph Learning Oct 8, 2024 Benchmarking Federated Learning
Code Code Available 5 Cooperative Edge Caching Based on Elastic Federated and Multi-Agent Deep Reinforcement Learning in Next-Generation Network Jan 18, 2024 Deep Reinforcement Learning Federated Learning
Code Code Available 5 Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning Dec 4, 2024 Federated Learning
Code Code Available 5 Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting Dec 5, 2024 Federated Learning Management
Code Code Available 5 An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning Mar 23, 2024 Federated Learning Transfer Learning
Code Code Available 5 COALA: A Practical and Vision-Centric Federated Learning Platform Jul 23, 2024 Benchmarking Continual Learning
Code Code Available 5 Efficient Federated Learning Tiny Language Models for Mobile Network Feature Prediction Apr 2, 2025 Federated Learning
Code Code Available 5 A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Jul 16, 2023 Continual Learning Federated Learning
Code Code Available 5 Fed3DGS: Scalable 3D Gaussian Splatting with Federated Learning Mar 18, 2024 3DGS 3D Reconstruction
Code Code Available 5 An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available 5 Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available 5 CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
Code Code Available 5 An Efficient Approach for Cross-Silo Federated Learning to Rank Jun 21, 2021 Federated Learning Learning-To-Rank
Code Code Available 5 CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available 5 Enhancing Efficiency in Multidevice Federated Learning through Data Selection Nov 8, 2022 Federated Learning
Code Code Available 5 CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available 5 Can Textual Gradient Work in Federated Learning? Feb 27, 2025 Federated Learning
Code Code Available 5 CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities Jul 11, 2024 Data Augmentation Federated Learning
Code Code Available 5 A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available 5 An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available 5 CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning Oct 6, 2022 Federated Learning
Code Code Available 5 Catastrophic Data Leakage in Vertical Federated Learning Dec 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available 5 C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available 5 ByzFL: Research Framework for Robust Federated Learning May 30, 2025 Benchmarking Federated Learning
Code Code Available 5 CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available 5 Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available 5 Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization Federated Learning
Code Code Available 5 A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
Code Code Available 5 Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available 5 Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration Sep 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available 5 Bias Propagation in Federated Learning Sep 5, 2023 Fairness Federated Learning
Code Code Available 5 Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available 5 Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network Jun 17, 2023 Backdoor Attack Federated Learning
Code Code Available 5 Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available 5 Can Foundation Models Help Us Achieve Perfect Secrecy? May 27, 2022 Federated Learning In-Context Learning
Code Code Available 5 Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift Oct 24, 2024 Clustering Federated Learning
Code Code Available 5 A federated graph neural network framework for privacy-preserving personalization Jun 2, 2022 Federated Learning Graph Neural Network
Code Code Available 5 A Federated Data-Driven Evolutionary Algorithm Feb 16, 2021 Federated Learning Management
Code Code Available 5 Omnidirectional Transfer for Quasilinear Lifelong Learning Apr 27, 2020 Federated Learning Lifelong learning
Code Code Available 5 Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available 5 A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available 5 A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning Mar 18, 2021 Federated Learning
Code Code Available 5 Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available 5 BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available 5 