A Vertical Federated Learning Framework for Graph Convolutional Network Jun 22, 2021 Federated Learning Graph Neural Network
— Unverified A Federated Data-Driven Evolutionary Algorithm for Expensive Multi/Many-objective Optimization Jun 22, 2021 Evolutionary Algorithms Federated Learning
Code Code Available Enabling Long-Term Cooperation in Cross-Silo Federated Learning: A Repeated Game Perspective Jun 22, 2021 Federated Learning
— Unverified Compositional federated learning: Applications in distributionally robust averaging and meta learning Jun 21, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Affect-driven Ordinal Engagement Measurement from Video Jun 21, 2021 Federated Learning Ordinal Classification
— Unverified Low-Latency Federated Learning over Wireless Channels with Differential Privacy Jun 20, 2021 Federated Learning
— Unverified Is Shapley Value fair? Improving Client Selection for Mavericks in Federated Learning Jun 20, 2021 Federated Learning
— Unverified FedXGBoost: Privacy-Preserving XGBoost for Federated Learning Jun 20, 2021 Federated Learning Privacy Preserving
— Unverified STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning Jun 19, 2021 Federated Learning
— Unverified Zero-Shot Federated Learning with New Classes for Audio Classification Jun 18, 2021 Audio Classification Classification
— Unverified A Vertical Federated Learning Framework for Horizontally Partitioned Labels Jun 18, 2021 Federated Learning Vertical Federated Learning
— Unverified Private Federated Learning Without a Trusted Server: Optimal Algorithms for Convex Losses Jun 17, 2021 Federated Learning Stochastic Optimization
Code Code Available Quantized Federated Learning under Transmission Delay and Outage Constraints Jun 17, 2021 Federated Learning Quantization
— Unverified Federated Learning Framework with Straggling Mitigation and Privacy-Awareness for AI-based Mobile Application Services Jun 17, 2021 Federated Learning
— Unverified Towards Heterogeneous Clients with Elastic Federated Learning Jun 17, 2021 Federated Learning
— Unverified Federated CycleGAN for Privacy-Preserving Image-to-Image Translation Jun 17, 2021 Federated Learning Image-to-Image Translation
— Unverified QuantumFed: A Federated Learning Framework for Collaborative Quantum Training Jun 16, 2021 Federated Learning
— Unverified Federated Learning for Intrusion Detection System: Concepts, Challenges and Future Directions Jun 16, 2021 Anomaly Detection Autonomous Vehicles
— Unverified Over-the-Air Decentralized Federated Learning Jun 15, 2021 Federated Learning
— Unverified Privacy Assessment of Federated Learning using Private Personalized Layers Jun 15, 2021 Attribute Federated Learning
— Unverified Decentralized Local Stochastic Extra-Gradient for Variational Inequalities Jun 15, 2021 Federated Learning
— Unverified On Large-Cohort Training for Federated Learning Jun 15, 2021 Fairness Federated Learning
— Unverified CFedAvg: Achieving Efficient Communication and Fast Convergence in Non-IID Federated Learning Jun 14, 2021 Federated Learning
— Unverified A Wasserstein Minimax Framework for Mixed Linear Regression Jun 14, 2021 Federated Learning regression
Code Code Available Decentralized Personalized Federated Learning for Min-Max Problems Jun 14, 2021 Distributed Optimization Federated Learning
— Unverified Dynamic Gradient Aggregation for Federated Domain Adaptation Jun 14, 2021 Domain Adaptation Federated Learning
— Unverified Heterogeneous Federated Learning using Dynamic Model Pruning and Adaptive Gradient Jun 13, 2021 Federated Learning Model Compression
— Unverified On the Convergence of Differentially Private Federated Learning on Non-Lipschitz Objectives, and with Normalized Client Updates Jun 13, 2021 Benchmarking Federated Learning
— Unverified Understanding the Interplay between Privacy and Robustness in Federated Learning Jun 13, 2021 Adversarial Robustness Federated Learning
— Unverified FGLP: A Federated Fine-Grained Location Prediction System for Mobile Users Jun 13, 2021 Federated Learning Prediction
— Unverified Joint Client Scheduling and Resource Allocation under Channel Uncertainty in Federated Learning Jun 12, 2021 Federated Learning Scheduling
— Unverified Federated Learning on Non-IID Data: A Survey Jun 12, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning with Buffered Asynchronous Aggregation Jun 11, 2021 Federated Learning Privacy Preserving
— Unverified Differentially Private Federated Learning via Inexact ADMM Jun 11, 2021 Federated Learning image-classification
— Unverified Vertical Federated Learning without Revealing Intersection Membership Jun 10, 2021 All Federated Learning
— Unverified Multi-VFL: A Vertical Federated Learning System for Multiple Data and Label Owners Jun 10, 2021 Federated Learning Vertical Federated Learning
— Unverified Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning Jun 9, 2021 Continual Learning Federated Learning
Code Code Available FedDICE: A ransomware spread detection in a distributed integrated clinical environment using federated learning and SDN based mitigation Jun 9, 2021 Federated Learning Privacy Preserving
— Unverified No Fear of Heterogeneity: Classifier Calibration for Federated Learning with Non-IID Data Jun 9, 2021 Classifier calibration Federated Learning
Code Code Available Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing Jun 8, 2021 Federated Learning Hyperparameter Optimization
— Unverified FedNILM: Applying Federated Learning to NILM Applications at the Edge Jun 7, 2021 Federated Learning Model Compression
— Unverified Unsupervised Clustered Federated Learning in Complex Multi-source Acoustic Environments Jun 7, 2021 Clustering Federated Learning
Code Code Available Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning Jun 7, 2021 Fairness Federated Learning
— Unverified FedNL: Making Newton-Type Methods Applicable to Federated Learning Jun 5, 2021 Federated Learning Model Compression
— Unverified FedCCEA : A Practical Approach of Client Contribution Evaluation for Federated Learning Jun 4, 2021 Data Valuation Federated Learning
— Unverified Local Adaptivity in Federated Learning: Convergence and Consistency Jun 4, 2021 Federated Learning
— Unverified FedHealth 2: Weighted Federated Transfer Learning via Batch Normalization for Personalized Healthcare Jun 2, 2021 Activity Recognition Federated Learning
— Unverified Federated Neural Collaborative Filtering Jun 2, 2021 Collaborative Filtering Federated Learning
— Unverified Wireless Federated Learning with Limited Communication and Differential Privacy Jun 1, 2021 Dimensionality Reduction Federated Learning
— Unverified H-FL: A Hierarchical Communication-Efficient and Privacy-Protected Architecture for Federated Learning Jun 1, 2021 Federated Learning
— Unverified 