Recovering Private Text in Federated Learning of Language Models May 17, 2022 Federated Learning Word Embeddings
Code Code Available 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 Providing Location Information at Edge Networks: A Federated Learning-Based Approach May 17, 2022 Edge-computing Federated Learning
— Unverified 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 Federated Learning Under Intermittent Client Availability and Time-Varying Communication Constraints May 13, 2022 Benchmarking Federated Learning
Code Code Available Tighter Regret Analysis and Optimization of Online Federated Learning May 13, 2022 Federated Learning Quantization
— Unverified Secure Aggregation for Federated Learning in Flower May 12, 2022 Federated Learning
— Unverified Over-the-Air Federated Learning with Joint Adaptive Computation and Power Control May 12, 2022 Federated Learning
— Unverified Secure & Private Federated Neuroimaging May 11, 2022 Federated Learning
Code Code Available 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 Deep Federated Anomaly Detection for Multivariate Time Series Data May 9, 2022 Anomaly Detection Constrained Clustering
— Unverified Residue-based Label Protection Mechanisms in Vertical Logistic Regression May 9, 2022 Federated Learning Inference Attack
— 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 Protecting Data from all Parties: Combining FHE and DP in Federated Learning May 9, 2022 All Federated Learning
— Unverified ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning May 9, 2022 Federated Learning
Code Code Available 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 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 Federated Learning with Noisy User Feedback May 6, 2022 Federated Learning text-classification
— 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 Intelligent Transportation Systems' Orchestration: Lessons Learned & Potential Opportunities May 5, 2022 Federated Learning
— Unverified Can collaborative learning be private, robust and scalable? May 5, 2022 Adversarial Robustness Federated Learning
— Unverified Over-The-Air Federated Learning under Byzantine Attacks May 5, 2022 Federated Learning
— Unverified Uncertainty Minimization for Personalized Federated Semi-Supervised Learning May 5, 2022 Federated Learning
— Unverified Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available FedSPLIT: One-Shot Federated Recommendation System Based on Non-negative Joint Matrix Factorization and Knowledge Distillation May 4, 2022 Collaborative Filtering Federated Learning
— Unverified FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation May 4, 2022 Federated Learning Image Segmentation
Code Code Available FedGiA: An Efficient Hybrid Algorithm for Federated Learning May 3, 2022 Federated Learning
Code Code Available 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 Local Stochastic Bilevel Optimization with Momentum-Based Variance Reduction May 3, 2022 BIG-bench Machine Learning Bilevel Optimization
— Unverified FedRN: Exploiting k-Reliable Neighbors Towards Robust Federated Learning May 3, 2022 Federated Learning
Code Code Available 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 Performance Weighting for Robust Federated Learning Against Corrupted Sources May 2, 2022 Federated Learning Model Poisoning
— Unverified FedDKD: Federated Learning with Decentralized Knowledge Distillation May 2, 2022 Federated Learning Knowledge Distillation
— Unverified ActPerFL: Active Personalized Federated Learning May 1, 2022 Federated Learning Personalized Federated Learning
— Unverified Intrinsic Gradient Compression for Scalable and Efficient Federated Learning May 1, 2022 Federated Learning Learning Theory
— Unverified A New Dimensionality Reduction Method Based on Hensel's Compression for Privacy Protection in Federated Learning May 1, 2022 Dimensionality Reduction Federated Learning
— Unverified Reward Systems for Trustworthy Medical Federated Learning May 1, 2022 Federated Learning
Code Code Available FEDIC: Federated Learning on Non-IID and Long-Tailed Data via Calibrated Distillation Apr 30, 2022 Federated Learning Long-tail Learning
Code Code Available Bridging Differential Privacy and Byzantine-Robustness via Model Aggregation Apr 29, 2022 Federated Learning
Code Code Available 