Proportional Fairness in Federated Learning Feb 3, 2022 Fairness Federated Learning
Code Code Available 5 Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach Feb 24, 2021 Federated Learning Generative Adversarial Network
Code Code Available 5 Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available 5 Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available 5 Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Jun 9, 2021 Federated Learning Graph Neural Network
Code Code Available 5 Adaptive Test-Time Personalization for Federated Learning Oct 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available 5 Non-IID Quantum Federated Learning with One-shot Communication Complexity Sep 2, 2022 Federated Learning
Code Code Available 5 Bayesian Framework for Gradient Leakage Nov 8, 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 Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Oct 15, 2021 Federated Learning
Code Code Available 5 Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available 5 Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available 5 Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Aug 26, 2020 Diversity Federated Learning
Code Code Available 5 TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Mar 13, 2023 Continual Learning Exemplar-Free
Code Code Available 5 Data Valuation and Detections in Federated Learning Nov 9, 2023 Data Valuation 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 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 Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity May 26, 2024 Diversity Fairness
Code Code Available 5 Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching Mar 12, 2025 Fairness Federated Learning
Code Code Available 5 Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 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 Confidence-aware Personalized Federated Learning via Variational Expectation Maximization May 21, 2023 Federated Learning Personalized Federated Learning
Code Code Available 5 Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available 5 Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee Oct 26, 2021 Decision Making Federated Learning
Code Code Available 5 Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities Jun 17, 2024 Federated Learning
Code Code Available 5 A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee Aug 1, 2021 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 Active Membership Inference Attack under Local Differential Privacy in Federated Learning Feb 24, 2023 Federated Learning Inference Attack
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 FedALA: Adaptive Local Aggregation for Personalized Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available 5 FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction May 26, 2022 Domain Generalization 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 Continual Local Training for Better Initialization of Federated Models May 26, 2020 Federated Learning
Code Code Available 5 Can Foundation Models Help Us Achieve Perfect Secrecy? May 27, 2022 Federated Learning In-Context Learning
Code Code Available 5 Can Textual Gradient Work in Federated Learning? Feb 27, 2025 Federated Learning
Code Code Available 5 CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available 5 Communication-Efficient Learning of Deep Networks from Decentralized Data Feb 17, 2016 Federated Learning Speech Recognition
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 CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
Code Code Available 5 Enhancing Efficiency in Multidevice Federated Learning through Data Selection Nov 8, 2022 Federated Learning
Code Code Available 5 FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization May 4, 2023 Federated Learning global-optimization
Code Code Available 5 FedCD: Improving Performance in non-IID Federated Learning Jun 17, 2020 Federated 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 Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available 5 Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available 5 Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off Feb 10, 2024 Federated Learning
Code Code Available 5 FedCMR: Federated Cross-Modal Retrieval Jul 1, 2021 Cross-Modal Retrieval Federated Learning
Code Code Available 5 Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning Jan 24, 2022 Federated Learning Second-order methods
Code Code Available 5 