A Unified Analysis of Federated Learning with Arbitrary Client Participation May 26, 2022 Federated Learning
— Unverified 0Cali3F: Calibrated Fast Fair Federated Recommendation System May 26, 2022 Fairness Federated Learning
— Unverified 0Federated Non-negative Matrix Factorization for Short Texts Topic Modeling with Mutual Information May 26, 2022 Federated Learning text-classification
— Unverified 0Federated Split BERT for Heterogeneous Text Classification May 26, 2022 Classification Federated Learning
— Unverified 0Encoded Gradients Aggregation against Gradient Leakage in Federated Learning May 26, 2022 Federated Learning
— Unverified 0A Fair Federated Learning Framework With Reinforcement Learning May 26, 2022 Fairness Federated Learning
— Unverified 0QUIC-FL: Quick Unbiased Compression for Federated Learning May 26, 2022 Federated Learning Quantization
— Unverified 0FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction May 26, 2022 Domain Generalization Federated Learning
Code Code Available 1Combating Client Dropout in Federated Learning via Friend Model Substitution May 26, 2022 Federated Learning
— Unverified 0Federated Adaptation of Reservoirs via Intrinsic Plasticity May 25, 2022 Federated Learning
— Unverified 0Scalable and Low-Latency Federated Learning with Cooperative Mobile Edge Networking May 25, 2022 Federated Learning
— Unverified 0Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available 1VeriFi: Towards Verifiable Federated Unlearning May 25, 2022 Federated Learning
— Unverified 0Federated Self-supervised Learning for Heterogeneous Clients May 25, 2022 Federated Learning Representation Learning
— Unverified 0Differentially Private AUC Computation in Vertical Federated Learning May 24, 2022 Federated Learning Vertical Federated Learning
— Unverified 0FedEntropy: Efficient Device Grouping for Federated Learning Using Maximum Entropy Judgment May 24, 2022 Federated Learning
Code Code Available 0Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available 1Towards a Defense Against Federated Backdoor Attacks Under Continuous Training May 24, 2022 Continual Learning Federated Learning
Code Code Available 1Wireless Ad Hoc Federated Learning: A Fully Distributed Cooperative Machine Learning May 24, 2022 Autonomous Vehicles BIG-bench Machine Learning
— Unverified 0Federated singular value decomposition for high dimensional data May 24, 2022 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available 0Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis May 24, 2022 Benchmarking Federated Learning
Code Code Available 1PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning May 23, 2022 Attribute Decision Making
— Unverified 0FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing May 23, 2022 Federated Learning Intrusion Detection
— Unverified 0Semi-Decentralized Federated Learning with Collaborative Relaying May 23, 2022 Federated Learning
— Unverified 0LIA: Privacy-Preserving Data Quality Evaluation in Federated Learning Using a Lazy Influence Approximation May 23, 2022 Data Valuation Federated Learning
— Unverified 0Personalized Federated Learning with Server-Side Information May 23, 2022 Federated Learning Personalized Federated Learning
Code Code Available 0FL Games: A federated learning framework for distribution shifts May 23, 2022 Federated Learning
— Unverified 0FedNorm: Modality-Based Normalization in Federated Learning for Multi-Modal Liver Segmentation May 23, 2022 Federated Learning Liver Segmentation
— Unverified 0Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering May 23, 2022 Clustering Federated Learning
Code Code Available 1CELEST: Federated Learning for Globally Coordinated Threat Detection May 23, 2022 Active Learning Federated Learning
— Unverified 0Federated Distillation based Indoor Localization for IoT Networks May 23, 2022 Federated Learning Indoor Localization
— Unverified 0Fed-DART and FACT: A solution for Federated Learning in a production environment May 23, 2022 Federated Learning
— Unverified 0Federated Learning Aggregation: New Robust Algorithms with Guarantees May 22, 2022 Federated Learning
— Unverified 0Test-Time Robust Personalization for Federated Learning May 22, 2022 Federated Learning
Code Code Available 1Incentivizing Federated Learning May 22, 2022 Federated Learning
— Unverified 0Robust Quantity-Aware Aggregation for Federated Learning May 22, 2022 Federated Learning Privacy Preserving
— Unverified 0Aligning Logits Generatively for Principled Black-Box Knowledge Distillation May 21, 2022 Federated Learning Knowledge Distillation
Code Code Available 0E2FL: Equal and Equitable Federated Learning May 20, 2022 Fairness Federated Learning
— Unverified 0Kernel Normalized Convolutional Networks May 20, 2022 Federated Learning image-classification
Code Code Available 0FedNoiL: A Simple Two-Level Sampling Method for Federated Learning with Noisy Labels May 20, 2022 Federated Learning Learning with noisy labels
— Unverified 0FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available 1On the Decentralization of Blockchain-enabled Asynchronous Federated Learning May 20, 2022 Edge-computing Federated Learning
— Unverified 0Service Delay Minimization for Federated Learning over Mobile Devices May 19, 2022 Federated Learning Quantization
— Unverified 0Differential Privacy: What is all the noise about? May 19, 2022 All Federated Learning
Code Code Available 4FedILC: Weighted Geometric Mean and Invariant Gradient Covariance for Federated Learning on Non-IID Data May 19, 2022 Federated Learning
Code Code Available 1Federated learning: Applications, challenges and future directions May 18, 2022 Federated Learning Medical Diagnosis
— Unverified 0Deep Quality Estimation: Creating Surrogate Models for Human Quality Ratings May 17, 2022 Federated Learning Segmentation
— Unverified 0Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting May 17, 2022 Federated Learning
— Unverified 0Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles May 17, 2022 Federated Learning
— Unverified 0Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging May 17, 2022 Federated Learning Medical Image Analysis
Code Code Available 1