On the Convergence Time of Federated Learning Over Wireless Networks Under Imperfect CSI Apr 1, 2021 Federated Learning
— Unverified Decentralized and Model-Free Federated Learning: Consensus-Based Distillation in Function Space Apr 1, 2021 Federated Learning Knowledge Distillation
— Unverified Federated Few-Shot Learning with Adversarial Learning Apr 1, 2021 Federated Learning Few-Shot Learning
— Unverified Delay Analysis of Wireless Federated Learning Based on Saddle Point Approximation and Large Deviation Theory Mar 31, 2021 Federated Learning
— Unverified Federated Learning: A Signal Processing Perspective Mar 31, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Certifiably-Robust Federated Adversarial Learning via Randomized Smoothing Mar 30, 2021 Federated Learning
— Unverified User profile-driven large-scale multi-agent learning from demonstration in federated human-robot collaborative environments Mar 30, 2021 Emotion Recognition Federated Learning
— Unverified 1-Bit Compressive Sensing for Efficient Federated Learning Over the Air Mar 30, 2021 Compressive Sensing Dimensionality Reduction
— Unverified Privacy and Trust Redefined in Federated Machine Learning Mar 29, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Hierarchical Federated Learning with Quantization: Convergence Analysis and System Design Mar 26, 2021 Federated Learning Quantization
— Unverified Prior-Independent Auctions for the Demand Side of Federated Learning Mar 26, 2021 Federated Learning
— Unverified FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning Mar 24, 2021 Federated Learning
— Unverified Opportunistic Federated Learning: An Exploration of Egocentric Collaboration for Pervasive Computing Applications Mar 24, 2021 Federated Learning
— Unverified The Gradient Convergence Bound of Federated Multi-Agent Reinforcement Learning with Efficient Communication Mar 24, 2021 Decision Making Deep Reinforcement Learning
— Unverified Real-time End-to-End Federated Learning: An Automotive Case Study Mar 22, 2021 Autonomous Driving BIG-bench Machine Learning
— Unverified A Federated Learning Framework for Smart Grids: Securing Power Traces in Collaborative Learning Mar 22, 2021 Federated Learning Privacy Preserving
— Unverified Server Averaging for Federated Learning Mar 22, 2021 Federated Learning
— Unverified Federated Quantum Machine Learning Mar 22, 2021 BIG-bench Machine Learning Federated Learning
— Unverified UAV Communications for Sustainable Federated Learning Mar 20, 2021 Federated Learning
— Unverified Demystifying the Effects of Non-Independence in Federated Learning Mar 20, 2021 Fairness Federated Learning
— Unverified Semi-Decentralized Federated Learning with Cooperative D2D Local Model Aggregations Mar 18, 2021 Federated Learning
Code Code Available Escaping Saddle Points in Distributed Newton's Method with Communication Efficiency and Byzantine Resilience Mar 17, 2021 Federated Learning
— Unverified Sample-based Federated Learning via Mini-batch SSCA Mar 17, 2021 Federated Learning Privacy Preserving
— Unverified Quantum federated learning through blind quantum computing Mar 15, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Simeon -- Secure Federated Machine Learning Through Iterative Filtering Mar 13, 2021 BIG-bench Machine Learning Federated Learning
— Unverified SCEI: A Smart-Contract Driven Edge Intelligence Framework for IoT Systems Mar 12, 2021 Edge-computing Federated Learning
— Unverified Auction Based Clustered Federated Learning in Mobile Edge Computing System Mar 12, 2021 Edge-computing Federated Learning
— Unverified Private Cross-Silo Federated Learning for Extracting Vaccine Adverse Event Mentions Mar 12, 2021 Event Detection Federated Learning
— Unverified Federated Functional Gradient Boosting Mar 11, 2021 Federated Learning
— Unverified Provably Efficient Cooperative Multi-Agent Reinforcement Learning with Function Approximation Mar 8, 2021 Federated Learning Multi-agent Reinforcement Learning
— Unverified Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning Mar 8, 2021 Federated Learning Meta-Learning
— Unverified Linear Regression over Networks with Communication Guarantees Mar 6, 2021 Federated Learning Informativeness
— Unverified FedDis: Disentangled Federated Learning for Unsupervised Brain Pathology Segmentation Mar 5, 2021 Anatomy Anomaly Detection
— Unverified Optimization of User Selection and Bandwidth Allocation for Federated Learning in VLC/RF Systems Mar 5, 2021 Federated Learning
— Unverified Semi-Supervised Federated Peer Learning for Skin Lesion Classification Mar 5, 2021 Cancer Classification Classification
Code Code Available FedV: Privacy-Preserving Federated Learning over Vertically Partitioned Data Mar 5, 2021 Federated Learning Privacy Preserving
— Unverified One for One, or All for All: Equilibria and Optimality of Collaboration in Federated Learning Mar 4, 2021 All Federated Learning
Code Code Available ZeroSARAH: Efficient Nonconvex Finite-Sum Optimization with Zero Full Gradient Computation Mar 2, 2021 Federated Learning
— Unverified Adaptive Transmission Scheduling in Wireless Networks for Asynchronous Federated Learning Mar 2, 2021 Federated Learning Scheduling
— Unverified A Theorem of the Alternative for Personalized Federated Learning Mar 2, 2021 Federated Learning Personalized Federated Learning
— Unverified Privacy Amplification for Federated Learning via User Sampling and Wireless Aggregation Mar 2, 2021 Federated Learning
Code Code Available Adversarial training in communication constrained federated learning Mar 1, 2021 Attribute Federated Learning
— Unverified Towards Personalized Federated Learning Mar 1, 2021 Benchmarking Federated Learning
— Unverified Secure Bilevel Asynchronous Vertical Federated Learning with Backward Updating Mar 1, 2021 Federated Learning Vertical Federated Learning
— Unverified FedPower: Privacy-Preserving Distributed Eigenspace Estimation Mar 1, 2021 BIG-bench Machine Learning Dimensionality Reduction
— Unverified Blockchain-Based Federated Learning in Mobile Edge Networks with Application in Internet of Vehicles Mar 1, 2021 Edge-computing Federated Learning
— Unverified Federated Learning without Revealing the Decision Boundaries Mar 1, 2021 Federated Learning Privacy Preserving
— Unverified Constrained Differentially Private Federated Learning for Low-bandwidth Devices Feb 27, 2021 Federated Learning Privacy Preserving
— Unverified Cybersecurity Threats in Connected and Automated Vehicles based Federated Learning Systems Feb 26, 2021 Federated Learning
— Unverified FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout Feb 26, 2021 Fairness Federated Learning
— Unverified 