The Gradient Convergence Bound of Federated Multi-Agent Reinforcement Learning with Efficient Communication Mar 24, 2021 Decision Making Deep Reinforcement Learning
— Unverified Opportunistic Federated Learning: An Exploration of Egocentric Collaboration for Pervasive Computing Applications Mar 24, 2021 Federated Learning
— Unverified Real-time End-to-End Federated Learning: An Automotive Case Study Mar 22, 2021 Autonomous Driving BIG-bench Machine Learning
— 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 A Federated Learning Framework for Smart Grids: Securing Power Traces in Collaborative Learning Mar 22, 2021 Federated Learning Privacy Preserving
— 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 A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning 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 Private Cross-Silo Federated Learning for Extracting Vaccine Adverse Event Mentions Mar 12, 2021 Event Detection 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 Federated Functional Gradient Boosting Mar 11, 2021 Federated Learning
— Unverified A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Mar 10, 2021 Domain Generalization Federated Learning
Code Code Available Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning Mar 8, 2021 Federated Learning Meta-Learning
— Unverified Personalized Federated Learning using Hypernetworks Mar 8, 2021 Federated Learning Personalized Federated Learning
Code Code Available Provably Efficient Cooperative Multi-Agent Reinforcement Learning with Function Approximation Mar 8, 2021 Federated Learning Multi-agent Reinforcement Learning
— Unverified Linear Regression over Networks with Communication Guarantees Mar 6, 2021 Federated Learning Informativeness
— Unverified Distributed Dynamic Map Fusion via Federated Learning for Intelligent Networked Vehicles Mar 5, 2021 Federated Learning Knowledge Distillation
Code Code Available Optimization of User Selection and Bandwidth Allocation for Federated Learning in VLC/RF Systems Mar 5, 2021 Federated Learning
— Unverified FedDR -- Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization Mar 5, 2021 Federated Learning
Code Code Available 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 FedDis: Disentangled Federated Learning for Unsupervised Brain Pathology Segmentation Mar 5, 2021 Anatomy Anomaly Detection
— Unverified Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices Mar 4, 2021 Distributed Optimization Federated Learning
Code Code Available One for One, or All for All: Equilibria and Optimality of Collaboration in Federated Learning Mar 4, 2021 All Federated Learning
Code Code Available Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning Mar 3, 2021 Federated Learning Image Reconstruction
Code Code Available Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things Mar 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Adaptive Transmission Scheduling in Wireless Networks for Asynchronous Federated Learning Mar 2, 2021 Federated Learning Scheduling
— Unverified PFA: Privacy-preserving Federated Adaptation for Effective Model Personalization Mar 2, 2021 Federated Learning Privacy Preserving
Code Code Available ZeroSARAH: Efficient Nonconvex Finite-Sum Optimization with Zero Full Gradient Computation Mar 2, 2021 Federated Learning
— Unverified Privacy Amplification for Federated Learning via User Sampling and Wireless Aggregation Mar 2, 2021 Federated Learning
Code Code Available A Theorem of the Alternative for Personalized Federated Learning Mar 2, 2021 Federated Learning Personalized Federated Learning
— Unverified Adversarial training in communication constrained federated learning Mar 1, 2021 Attribute Federated Learning
— Unverified FedPower: Privacy-Preserving Distributed Eigenspace Estimation Mar 1, 2021 BIG-bench Machine Learning Dimensionality Reduction
— Unverified Towards Personalized Federated Learning Mar 1, 2021 Benchmarking Federated Learning
— Unverified Heterogeneity for the Win: One-Shot Federated Clustering Mar 1, 2021 Clustering Federated Learning
Code Code Available Secure Bilevel Asynchronous Vertical Federated Learning with Backward Updating Mar 1, 2021 Federated Learning Vertical Federated Learning
— 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 Scalable federated machine learning with FEDn Feb 27, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Constrained Differentially Private Federated Learning for Low-bandwidth Devices Feb 27, 2021 Federated Learning Privacy Preserving
— Unverified Efficient Client Contribution Evaluation for Horizontal Federated Learning Feb 26, 2021 Federated Learning
— Unverified Practical and Private (Deep) Learning without Sampling or Shuffling Feb 26, 2021 Deep Learning Federated Learning
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