Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System Nov 11, 2021 Fairness Federated Learning
— Unverified FedGreen: Federated Learning with Fine-Grained Gradient Compression for Green Mobile Edge Computing Nov 11, 2021 Edge-computing Federated Learning
— Unverified DACFL: Dynamic Average Consensus Based Federated Learning in Decentralized Topology Nov 10, 2021 Federated Learning
— Unverified Linear Speedup in Personalized Collaborative Learning Nov 10, 2021 Federated Learning Stochastic Optimization
Code Code Available Data privacy protection in microscopic image analysis for material data mining Nov 9, 2021 Federated Learning Image Segmentation
— Unverified Unified Group Fairness on Federated Learning Nov 9, 2021 Attribute Fairness
— Unverified DP-REC: Private & Communication-Efficient Federated Learning Nov 9, 2021 Federated Learning
— Unverified The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning Nov 9, 2021 Federated Learning Meta-Learning
— Unverified Papaya: Practical, Private, and Scalable Federated Learning Nov 8, 2021 Federated Learning
— Unverified DQRE-SCnet: A novel hybrid approach for selecting users in Federated Learning with Deep-Q-Reinforcement Learning based on Spectral Clustering Nov 7, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Privacy attacks for automatic speech recognition acoustic models in a federated learning framework Nov 6, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified DVFL: A Vertical Federated Learning Method for Dynamic Data Nov 5, 2021 Federated Learning Knowledge Distillation
— Unverified Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective Nov 5, 2021 Federated Learning
Code Code Available Data Selection for Efficient Model Update in Federated Learning Nov 5, 2021 Federated Learning Transfer Learning
— Unverified A Personalized Federated Learning Algorithm: an Application in Anomaly Detection Nov 4, 2021 Anomaly Detection Federated Learning
— Unverified A Cyber Threat Intelligence Sharing Scheme based on Federated Learning for Network Intrusion Detection Nov 4, 2021 Federated Learning Intrusion Detection
— Unverified Federated Expectation Maximization with heterogeneity mitigation and variance reduction Nov 3, 2021 Federated Learning Imputation
— Unverified FedGraph: Federated Graph Learning with Intelligent Sampling Nov 2, 2021 Deep Reinforcement Learning Federated Learning
— Unverified Federated Split Vision Transformer for COVID-19 CXR Diagnosis using Task-Agnostic Training Nov 2, 2021 COVID-19 Diagnosis Federated Learning
— Unverified Towards Fairness-Aware Federated Learning Nov 2, 2021 Fairness Federated Learning
— Unverified Practical and Light-weight Secure Aggregation for Federated Submodel Learning Nov 2, 2021 Federated Learning Privacy Preserving
— Unverified Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning Nov 2, 2021 Distributed Optimization Federated Learning
— Unverified Robust Federated Learning via Over-The-Air Computation Nov 1, 2021 Federated Learning
— Unverified FedFm: Towards a Robust Federated Learning Approach For Fault Mitigation at the Edge Nodes Nov 1, 2021 Federated Learning
— Unverified Improving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories Nov 1, 2021 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
— Unverified To Talk or to Work: Delay Efficient Federated Learning over Mobile Edge Devices Nov 1, 2021 Edge-computing Federated Learning
— Unverified DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning Oct 31, 2021 Federated Learning Privacy Preserving
— Unverified Revealing and Protecting Labels in Distributed Training Oct 31, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Wireless Federated Learning over MIMO Networks: Joint Device Scheduling and Beamforming Design Oct 31, 2021 Federated Learning Scheduling
— Unverified Dynamic Differential-Privacy Preserving SGD Oct 30, 2021 Federated Learning image-classification
— Unverified Federated Semi-Supervised Learning with Class Distribution Mismatch Oct 29, 2021 Federated Learning
— Unverified Towards Model Agnostic Federated Learning Using Knowledge Distillation Oct 28, 2021 Federated Learning Knowledge Distillation
— Unverified Federated Learning with Heterogeneous Differential Privacy Oct 28, 2021 Federated Learning Privacy Preserving
— Unverified Communication-Efficient ADMM-based Federated Learning Oct 28, 2021 Federated Learning
Code Code Available FedPrune: Towards Inclusive Federated Learning Oct 27, 2021 Fairness Federated Learning
— Unverified Over-the-Air Aggregation for Federated Learning: Waveform Superposition and Prototype Validation Oct 27, 2021 Federated Learning
— Unverified Spatio-Temporal Federated Learning for Massive Wireless Edge Networks Oct 27, 2021 Federated Learning
— Unverified What Do We Mean by Generalization in Federated Learning? Oct 27, 2021 Federated Learning
— Unverified Differentially Private Federated Bayesian Optimization with Distributed Exploration Oct 27, 2021 Bayesian Optimization Federated Learning
— Unverified Semi-Supervised Federated Learning with non-IID Data: Algorithm and System Design Oct 26, 2021 Federated Learning
— Unverified MarS-FL: Enabling Competitors to Collaborate in Federated Learning Oct 26, 2021 Decision Making Federated Learning
— Unverified DPCOVID: Privacy-Preserving Federated Covid-19 Detection Oct 26, 2021 Federated Learning Privacy Preserving
— Unverified Ensemble Federated Adversarial Training with Non-IID data Oct 26, 2021 Diversity Federated Learning
— Unverified Optimal Model Averaging: Towards Personalized Collaborative Learning Oct 25, 2021 Federated Learning model
— Unverified Federated Test-Time Adaptive Face Presentation Attack Detection with Dual-Phase Privacy Preservation Oct 25, 2021 Face Presentation Attack Detection Face Recognition
— Unverified Optimization-Based GenQSGD for Federated Edge Learning Oct 25, 2021 Edge-computing Federated Learning
— Unverified Federated Multiple Label Hashing (FedMLH): Communication Efficient Federated Learning on Extreme Classification Tasks Oct 23, 2021 Classification Federated Learning
— Unverified Game of Gradients: Mitigating Irrelevant Clients in Federated Learning Oct 23, 2021 Federated Learning image-classification
Code Code Available Federated Unlearning via Class-Discriminative Pruning Oct 22, 2021 Federated Learning image-classification
Code Code Available Federated Learning over Wireless IoT Networks with Optimized Communication and Resources Oct 22, 2021 Federated Learning Scheduling
— Unverified 