Federated Learning Aggregation: New Robust Algorithms with Guarantees May 22, 2022 Federated Learning
— Unverified Robust Quantity-Aware Aggregation for Federated Learning May 22, 2022 Federated Learning Privacy Preserving
— Unverified Aligning Logits Generatively for Principled Black-Box Knowledge Distillation May 21, 2022 Federated Learning Knowledge Distillation
Code Code Available Kernel Normalized Convolutional Networks May 20, 2022 Federated Learning image-classification
Code Code Available FedNoiL: A Simple Two-Level Sampling Method for Federated Learning with Noisy Labels May 20, 2022 Federated Learning Learning with noisy labels
— Unverified E2FL: Equal and Equitable Federated Learning May 20, 2022 Fairness Federated Learning
— Unverified On the Decentralization of Blockchain-enabled Asynchronous Federated Learning May 20, 2022 Edge-computing Federated Learning
— Unverified Service Delay Minimization for Federated Learning over Mobile Devices May 19, 2022 Federated Learning Quantization
— Unverified Federated learning: Applications, challenges and future directions May 18, 2022 Federated Learning Medical Diagnosis
— Unverified Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles May 17, 2022 Federated Learning
— Unverified Providing Location Information at Edge Networks: A Federated Learning-Based Approach May 17, 2022 Edge-computing Federated Learning
— Unverified Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting May 17, 2022 Federated Learning
— Unverified Deep Quality Estimation: Creating Surrogate Models for Human Quality Ratings May 17, 2022 Federated Learning Segmentation
— Unverified Massive MIMO for Serving Federated Learning and Non-Federated Learning Users May 17, 2022 Federated Learning
— Unverified Serving Federated Learning and Non-Federated Learning Users: A Massive MIMO Approach May 17, 2022 Federated Learning
— Unverified On the (In)security of Peer-to-Peer Decentralized Machine Learning May 17, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Anomaly Detection over Distributed Data Streams May 16, 2022 Anomaly Detection Federated Learning
— Unverified FedHAP: Fast Federated Learning for LEO Constellations Using Collaborative HAPs May 15, 2022 Federated Learning
— Unverified Tighter Regret Analysis and Optimization of Online Federated Learning May 13, 2022 Federated Learning Quantization
— Unverified Over-the-Air Federated Learning with Joint Adaptive Computation and Power Control May 12, 2022 Federated Learning
— Unverified Secure Aggregation for Federated Learning in Flower May 12, 2022 Federated Learning
— Unverified eFedDNN: Ensemble based Federated Deep Neural Networks for Trajectory Mode Inference May 11, 2022 Federated Learning Privacy Preserving
— Unverified Blockchain-based Secure Client Selection in Federated Learning May 11, 2022 Federated Learning
— Unverified A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks May 10, 2022 Federated Learning
Code Code Available Residue-based Label Protection Mechanisms in Vertical Logistic Regression May 9, 2022 Federated Learning Inference Attack
— Unverified Protecting Data from all Parties: Combining FHE and DP in Federated Learning May 9, 2022 All Federated Learning
— Unverified LSTM-Based Distributed Conditional Generative Adversarial Network For Data-Driven 5G-Enabled Maritime UAV Communications May 9, 2022 Federated Learning Generative Adversarial Network
— Unverified Federated Multi-Armed Bandits Under Byzantine Attacks May 9, 2022 Data Poisoning Decision Making
— Unverified Deep Federated Anomaly Detection for Multivariate Time Series Data May 9, 2022 Anomaly Detection Constrained Clustering
— Unverified Federated Random Reshuffling with Compression and Variance Reduction May 8, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Decentral and Incentivized Federated Learning Frameworks: A Systematic Literature Review May 7, 2022 Articles Federated Learning
— Unverified Federated Learning with Noisy User Feedback May 6, 2022 Federated Learning text-classification
— Unverified Network Gradient Descent Algorithm for Decentralized Federated Learning May 6, 2022 Federated Learning
— Unverified Online Model Compression for Federated Learning with Large Models May 6, 2022 Federated Learning Model Compression
— Unverified Defending against Reconstruction Attacks through Differentially Private Federated Learning for Classification of Heterogeneous Chest X-Ray Data May 6, 2022 Binary Classification Federated Learning
Code Code Available Federated Channel Learning for Intelligent Reflecting Surfaces With Fewer Pilot Signals May 6, 2022 Federated Learning
— Unverified Over-The-Air Federated Learning under Byzantine Attacks May 5, 2022 Federated Learning
— Unverified Can collaborative learning be private, robust and scalable? May 5, 2022 Adversarial Robustness Federated Learning
— Unverified Intelligent Transportation Systems' Orchestration: Lessons Learned & Potential Opportunities May 5, 2022 Federated Learning
— Unverified Uncertainty Minimization for Personalized Federated Semi-Supervised Learning May 5, 2022 Federated Learning
— Unverified FedSPLIT: One-Shot Federated Recommendation System Based on Non-negative Joint Matrix Factorization and Knowledge Distillation May 4, 2022 Collaborative Filtering Federated Learning
— Unverified MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning May 3, 2022 Federated Learning Lesion Segmentation
— Unverified Revisiting Communication-Efficient Federated Learning with Balanced Global and Local Updates May 3, 2022 Federated Learning
— Unverified Training Mixed-Domain Translation Models via Federated Learning May 3, 2022 Benchmarking Federated Learning
— Unverified Privacy Amplification via Random Participation in Federated Learning May 3, 2022 Federated Learning
— Unverified FedRN: Exploiting k-Reliable Neighbors Towards Robust Federated Learning May 3, 2022 Federated Learning
Code Code Available Local Stochastic Bilevel Optimization with Momentum-Based Variance Reduction May 3, 2022 BIG-bench Machine Learning Bilevel Optimization
— Unverified FedDKD: Federated Learning with Decentralized Knowledge Distillation May 2, 2022 Federated Learning Knowledge Distillation
— Unverified Performance Weighting for Robust Federated Learning Against Corrupted Sources May 2, 2022 Federated Learning Model Poisoning
— Unverified Intrinsic Gradient Compression for Scalable and Efficient Federated Learning May 1, 2022 Federated Learning Learning Theory
— Unverified 