Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness Federated Learning
Code Code Available Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Nov 18, 2021 COVID-19 Diagnosis Diagnostic
Code Code Available Federated Learning Enables Big Data for Rare Cancer Boundary Detection Apr 22, 2022 Boundary Detection Federated Learning
Code Code Available Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off Feb 10, 2024 Federated Learning
Code Code Available Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available Catastrophic Data Leakage in Vertical Federated Learning Dec 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities Jul 11, 2024 Data Augmentation Federated Learning
Code Code Available CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning May 12, 2021 Clustering Federated Learning
Code Code Available Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available ByzFL: Research Framework for Robust Federated Learning May 30, 2025 Benchmarking Federated Learning
Code Code Available Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available Can Foundation Models Help Us Achieve Perfect Secrecy? May 27, 2022 Federated Learning In-Context Learning
Code Code Available Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Aug 26, 2020 Diversity Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Bias Propagation in Federated Learning Sep 5, 2023 Fairness Federated Learning
Code Code Available Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network Jun 17, 2023 Backdoor Attack Federated Learning
Code Code Available 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 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 Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization Federated Learning
Code Code Available A Federated Data-Driven Evolutionary Algorithm Feb 16, 2021 Federated Learning Management
Code Code Available C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI May 10, 2024 Data Augmentation Federated Learning
Code Code Available CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available A federated graph neural network framework for privacy-preserving personalization Jun 2, 2022 Federated Learning Graph Neural Network
Code Code Available A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison Oct 19, 2021 Activity Recognition Federated Learning
Code Code Available CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
Code Code Available Enhancing Efficiency in Multidevice Federated Learning through Data Selection Nov 8, 2022 Federated Learning
Code Code Available Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift Oct 24, 2024 Clustering Federated Learning
Code Code Available Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available Active Membership Inference Attack under Local Differential Privacy in Federated Learning Feb 24, 2023 Federated Learning Inference Attack
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
Code Code Available Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Sep 12, 2022 Federated Learning image-classification
Code Code Available Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
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