Edge-assisted Democratized Learning Towards Federated Analytics Dec 1, 2020 Distributed Computing Edge-computing
— Unverified Fast-Convergent Federated Learning with Adaptive Weighting Dec 1, 2020 Federated Learning
— Unverified Inverting Gradients - How easy is it to break privacy in federated learning? Dec 1, 2020 Federated Learning
Code Code Available Personalized Federated Learning with Theoretical Guarantees: A Model-Agnostic Meta-Learning Approach Dec 1, 2020 Federated Learning Meta-Learning
— Unverified LocKedge: Low-Complexity Cyberattack Detection in IoT Edge Computing Nov 28, 2020 Edge-computing Federated Learning
— Unverified Privacy-Preserving Federated Learning for UAV-Enabled Networks: Learning-Based Joint Scheduling and Resource Management Nov 28, 2020 Distributed Computing Federated Learning
— Unverified Advancements of federated learning towards privacy preservation: from federated learning to split learning Nov 25, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Optimizing Resource-Efficiency for Federated Edge Intelligence in IoT Networks Nov 25, 2020 Federated Learning
— Unverified Toward Multiple Federated Learning Services Resource Sharing in Mobile Edge Networks Nov 25, 2020 CPU Edge-computing
Code Code Available Wyner-Ziv Estimators for Distributed Mean Estimation with Side Information and Optimization Nov 24, 2020 Distributed Optimization Federated Learning
Code Code Available Federated Semi-Supervised Learning for COVID Region Segmentation in Chest CT using Multi-National Data from China, Italy, Japan Nov 23, 2020 Federated Learning Management
— Unverified Federated learning with class imbalance reduction Nov 23, 2020 Edge-computing Federated Learning
— Unverified LINDT: Tackling Negative Federated Learning with Local Adaptation Nov 23, 2020 Federated Learning
— Unverified Improving Federated Relational Data Modeling via Basis Alignment and Weight Penalty Nov 23, 2020 Federated Learning Graph Neural Network
— Unverified A decentralized aggregation mechanism for training deep learning models using smart contract system for bank loan prediction Nov 22, 2020 Federated Learning
— Unverified Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach Nov 20, 2020 Federated Learning
Code Code Available A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning Nov 20, 2020 Adversarial Defense Adversarial Robustness
Code Code Available FedEval: A Holistic Evaluation Framework for Federated Learning Nov 19, 2020 Benchmarking Federated Learning
— Unverified FLaaS: Federated Learning as a Service Nov 18, 2020 CPU Federated Learning
— Unverified Low-latency Federated Learning and Blockchain for Edge Association in Digital Twin empowered 6G Networks Nov 17, 2020 Federated Learning Multi-agent Reinforcement Learning
— Unverified Federated Composite Optimization Nov 17, 2020 Federated Learning
Code Code Available Private Wireless Federated Learning with Anonymous Over-the-Air Computation Nov 17, 2020 Federated Learning
— Unverified Stochastic Client Selection for Federated Learning with Volatile Clients Nov 17, 2020 Fairness Federated Learning
— Unverified Budgeted Online Selection of Candidate IoT Clients to Participate in Federated Learning Nov 16, 2020 Federated Learning
— Unverified 2CP: Decentralized Protocols to Transparently Evaluate Contributivity in Blockchain Federated Learning Environments Nov 15, 2020 Federated Learning Model Poisoning
— Unverified Dynamic backdoor attacks against federated learning Nov 15, 2020 Adversarial Attack BIG-bench Machine Learning
— Unverified FedRec: Federated Learning of Universal Receivers over Fading Channels Nov 14, 2020 Federated Learning
Code Code Available CatFedAvg: Optimising Communication-efficiency and Classification Accuracy in Federated Learning Nov 14, 2020 Classification Federated Learning
— Unverified Federated Learning System without Model Sharing through Integration of Dimensional Reduced Data Representations Nov 13, 2020 BIG-bench Machine Learning Dimensionality Reduction
— Unverified Federated Multi-Mini-Batch: An Efficient Training Approach to Federated Learning in Non-IID Environments Nov 13, 2020 Federated Learning
— Unverified Hybrid Federated and Centralized Learning Nov 13, 2020 Federated Learning
— Unverified Fed-Focal Loss for imbalanced data classification in Federated Learning Nov 12, 2020 Classification Federated Learning
— Unverified Coded Computing for Low-Latency Federated Learning over Wireless Edge Networks Nov 12, 2020 Edge-computing Federated Learning
— Unverified Heterogeneous Data-Aware Federated Learning Nov 12, 2020 Federated Learning Traffic Classification
— Unverified A Novel Privacy-Preserved Recommender System Framework based on Federated Learning Nov 11, 2020 Federated Learning Recommendation Systems
— Unverified Federated Learning via Intelligent Reflecting Surface Nov 10, 2020 Federated Learning
— Unverified Privacy Preservation in Federated Learning: An insightful survey from the GDPR Perspective Nov 10, 2020 Federated Learning Privacy Preserving
— Unverified Compression Boosts Differentially Private Federated Learning Nov 10, 2020 Compressive Sensing Federated Learning
— Unverified Mitigating Leakage in Federated Learning with Trusted Hardware Nov 10, 2020 Federated Learning
— Unverified Distributed Learning with Low Communication Cost via Gradient Boosting Untrained Neural Network Nov 10, 2020 Federated Learning
— Unverified Interpretable collaborative data analysis on distributed data Nov 9, 2020 Federated Learning
— Unverified Adaptive Federated Dropout: Improving Communication Efficiency and Generalization for Federated Learning Nov 8, 2020 BIG-bench Machine Learning Federated Learning
— Unverified FDNAS: Improving Data Privacy and Model Diversity in AutoML Nov 6, 2020 AutoML Diversity
— Unverified Federated Crowdsensing: Framework and Challenges Nov 6, 2020 Federated Learning
— Unverified FedSL: Federated Split Learning on Distributed Sequential Data in Recurrent Neural Networks Nov 6, 2020 Federated Learning Privacy Preserving
Code Code Available Resource-Constrained Federated Learning with Heterogeneous Labels and Models Nov 6, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Collaborative City Digital Twin For Covid-19 Pandemic: A Federated Learning Solution Nov 5, 2020 Federated Learning Management
— Unverified Federated Knowledge Distillation Nov 4, 2020 Federated Learning Knowledge Distillation
Code Code Available BaFFLe: Backdoor detection via Feedback-based Federated Learning Nov 4, 2020 Federated Learning Model Poisoning
— Unverified Local SGD: Unified Theory and New Efficient Methods Nov 3, 2020 Federated Learning
— Unverified 