Relay-Assisted Cooperative Federated Learning Jul 20, 2021 Federated Learning
Code Code Available DeceFL: A Principled Decentralized Federated Learning Framework Jul 15, 2021 Federated Learning Privacy Preserving
Code Code Available Federated Self-Training for Semi-Supervised Audio Recognition Jul 14, 2021 Audio Classification Federated Learning
Code Code Available FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning Jul 9, 2021 Federated Learning
Code Code Available Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform Jul 8, 2021 BIG-bench Machine Learning Binary Classification
Code Code Available RoFL: Robustness of Secure Federated Learning Jul 7, 2021 Federated Learning Privacy Preserving
Code Code Available Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease Jul 7, 2021 Action Recognition Data Augmentation
Code Code Available SplitAVG: A heterogeneity-aware federated deep learning method for medical imaging Jul 6, 2021 Binary Classification Federated Learning
Code Code Available On Bridging Generic and Personalized Federated Learning for Image Classification Jul 2, 2021 Classification Federated Learning
Code Code Available Gradient-Leakage Resilient Federated Learning Jul 2, 2021 Federated Learning Privacy Preserving
Code Code Available FedMix: Approximation of Mixup under Mean Augmented Federated Learning Jul 1, 2021 Data Augmentation Federated Learning
Code Code Available FedCMR: Federated Cross-Modal Retrieval Jul 1, 2021 Cross-Modal Retrieval Federated Learning
Code Code Available Personalized Federated Learning with Gaussian Processes Jun 29, 2021 Federated Learning Gaussian Processes
Code Code Available Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available Subgraph Federated Learning with Missing Neighbor Generation Jun 25, 2021 Federated Learning Graph Mining
Code Code Available An Efficient Approach for Cross-Silo Federated Learning to Rank Jun 21, 2021 Federated Learning Learning-To-Rank
Code Code Available Federated Learning with Positive and Unlabeled Data Jun 21, 2021 Federated Learning
Code Code Available FedCM: Federated Learning with Client-level Momentum Jun 21, 2021 Federated Learning
Code Code Available Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective Jun 19, 2021 Federated Learning Inference Attack
Code Code Available Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning Jun 18, 2021 Adversarial Robustness Federated Learning
Code Code Available Optimality and Stability in Federated Learning: A Game-theoretic Approach Jun 17, 2021 Federated Learning
Code Code Available Optimal Accounting of Differential Privacy via Characteristic Function Jun 16, 2021 Federated Learning
Code Code Available Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching Jun 16, 2021 Federated Learning image-classification
Code Code Available CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection Jun 15, 2021 Anomaly Detection Federated Learning
Code Code Available Federated Learning with Spiking Neural Networks Jun 11, 2021 Federated Learning Privacy Preserving
Code Code Available A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning Jun 11, 2021 Federated Learning Vertical Federated Learning
Code Code Available Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix Jun 10, 2021 Federated Learning
Code Code Available Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning Jun 10, 2021 Federated Learning
Code Code Available Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Jun 9, 2021 Federated Learning Graph Neural Network
Code Code Available FL-Market: Trading Private Models in Federated Learning Jun 8, 2021 Federated Learning Privacy Preserving
Code Code Available Fast Federated Learning in the Presence of Arbitrary Device Unavailability Jun 8, 2021 Federated Learning
Code Code Available Preservation of the Global Knowledge by Not-True Distillation in Federated Learning Jun 6, 2021 Continual Learning Federated Learning
Code Code Available SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural Networks Jun 4, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available FedBABU: Towards Enhanced Representation for Federated Image Classification Jun 4, 2021 Classification Federated Learning
Code Code Available SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training Jun 2, 2021 Data Augmentation Federated Learning
Code Code Available Meta-HAR: Federated Representation Learning for Human Activity Recognition May 31, 2021 Activity Prediction Activity Recognition
Code Code Available Quantum Federated Learning with Quantum Data May 30, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available FedScale: Benchmarking Model and System Performance of Federated Learning at Scale May 24, 2021 Benchmarking Federated Learning
Code Code Available Fast Federated Learning by Balancing Communication Trade-Offs May 23, 2021 Federated Learning Privacy Preserving
Code Code Available HyFed: A Hybrid Federated Framework for Privacy-preserving Machine Learning May 21, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Data-Free Knowledge Distillation for Heterogeneous Federated Learning May 20, 2021 Data-free Knowledge Distillation Federated Learning
Code Code Available EasyFL: A Low-code Federated Learning Platform For Dummies May 17, 2021 Federated Learning Privacy Preserving
Code Code Available Node Selection Toward Faster Convergence for Federated Learning on Non-IID Data May 14, 2021 Federated Learning
Code Code Available The Federated Tumor Segmentation (FeTS) Challenge May 12, 2021 Brain Tumor Segmentation Federated Learning
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 Separate but Together: Unsupervised Federated Learning for Speech Enhancement from Non-IID Data May 11, 2021 Federated Learning Speech Enhancement
Code Code Available Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity May 2, 2021 Federated Learning Personalized Federated Learning
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