Efficient Image Representation Learning with Federated Sampled Softmax Mar 9, 2022 Descriptive Federated Learning
— Unverified LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data Mar 8, 2022 Activity Recognition Federated Learning
— Unverified The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning Mar 7, 2022 Federated Learning
— Unverified Differentially Private Federated Learning with Local Regularization and Sparsification Mar 7, 2022 Federated Learning
— Unverified Fully Decentralized, Scalable Gaussian Processes for Multi-Agent Federated Learning Mar 6, 2022 Federated Learning Gaussian Processes
— Unverified Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available Continual Horizontal Federated Learning for Heterogeneous Data Mar 4, 2022 Continual Learning Federated Learning
— Unverified Vertical Federated Principal Component Analysis and Its Kernel Extension on Feature-wise Distributed Data Mar 3, 2022 Dimensionality Reduction Federated Learning
Code Code Available Towards Efficient and Stable K-Asynchronous Federated Learning with Unbounded Stale Gradients on Non-IID Data Mar 2, 2022 Federated Learning Privacy Preserving
— Unverified Label Leakage and Protection from Forward Embedding in Vertical Federated Learning Mar 2, 2022 Federated Learning Vertical Federated Learning
— Unverified Personalized Federated Learning With Graph Mar 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available FedREP: Towards Horizontal Federated Load Forecasting for Retail Energy Providers Mar 1, 2022 Federated Learning Load Forecasting
— Unverified Beyond Gradients: Exploiting Adversarial Priors in Model Inversion Attacks Mar 1, 2022 Federated Learning
— Unverified FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Feb 28, 2022 Autonomous Driving Domain Generalization
Code Code Available Improving Response Time of Home IoT Services in Federated Learning Feb 28, 2022 Distributed Computing Federated Learning
Code Code Available Asynchronous Decentralized Federated Learning for Collaborative Fault Diagnosis of PV Stations Feb 28, 2022 Fault Diagnosis Federated Learning
— Unverified Graph-Assisted Communication-Efficient Ensemble Federated Learning Feb 27, 2022 Federated Learning
— Unverified Towards an Accountable and Reproducible Federated Learning: A FactSheets Approach Feb 25, 2022 Ethics Federated Learning
— Unverified Sky Computing: Accelerating Geo-distributed Computing in Federated Learning Feb 24, 2022 Distributed Computing Federated Learning
Code Code Available Robust Federated Learning with Connectivity Failures: A Semi-Decentralized Framework with Collaborative Relaying Feb 24, 2022 Federated Learning
— Unverified Partitioned Variational Inference: A Framework for Probabilistic Federated Learning Feb 24, 2022 Federated Learning Variational Inference
Code Code Available FedCAT: Towards Accurate Federated Learning via Device Concatenation Feb 23, 2022 Federated Learning
— Unverified Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization Feb 23, 2022 Federated Learning
— Unverified Towards Tailored Models on Private AIoT Devices: Federated Direct Neural Architecture Search Feb 23, 2022 Federated Learning Meta-Learning
— Unverified TEE-based decentralized recommender systems: The raw data sharing redemption Feb 23, 2022 Collaborative Filtering Federated Learning
Code Code Available Differential Secrecy for Distributed Data and Applications to Robust Differentially Secure Vector Summation Feb 22, 2022 Federated Learning
— Unverified Backdoor Defense in Federated Learning Using Differential Testing and Outlier Detection Feb 21, 2022 backdoor defense Federated Learning
— Unverified Privacy Leakage of Adversarial Training Models in Federated Learning Systems Feb 21, 2022 Federated Learning
Code Code Available BERT WEAVER: Using WEight AVERaging to enable lifelong learning for transformer-based models in biomedical semantic search engines Feb 21, 2022 Federated Learning Lifelong learning
Code Code Available Personalized Federated Learning with Exact Stochastic Gradient Descent Feb 20, 2022 Federated Learning Multi-class Classification
— Unverified Collusion Resistant Federated Learning with Oblivious Distributed Differential Privacy Feb 20, 2022 Federated Learning Privacy Preserving
— Unverified Incentive Mechanism Design for Joint Resource Allocation in Blockchain-based Federated Learning Feb 18, 2022 Federated Learning
— Unverified Differentially Private Federated Learning via Inexact ADMM with Multiple Local Updates Feb 18, 2022 Federated Learning image-classification
— Unverified FedEmbed: Personalized Private Federated Learning Feb 18, 2022 Federated Learning
— Unverified PerFED-GAN: Personalized Federated Learning via Generative Adversarial Networks Feb 18, 2022 Federated Learning Personalized Federated Learning
— Unverified ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! Feb 18, 2022 Federated Learning
— Unverified When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing Feb 17, 2022 Classification CPU
— Unverified FLAME: Federated Learning Across Multi-device Environments Feb 17, 2022 Activity Recognition Federated Learning
— Unverified Cross-Silo Heterogeneous Model Federated Multitask Learning Feb 17, 2022 Federated Learning model
Code Code Available LAMP: Extracting Text from Gradients with Language Model Priors Feb 17, 2022 Federated Learning Language Modeling
Code Code Available Federated Stochastic Gradient Descent Begets Self-Induced Momentum Feb 17, 2022 Federated Learning
— Unverified Time-Correlated Sparsification for Efficient Over-the-Air Model Aggregation in Wireless Federated Learning Feb 17, 2022 Federated Learning Model Compression
— Unverified An Equivalence Between Data Poisoning and Byzantine Gradient Attacks Feb 17, 2022 Data Poisoning Federated Learning
Code Code Available Capitalization Normalization for Language Modeling with an Accurate and Efficient Hierarchical RNN Model Feb 16, 2022 Federated Learning Language Modeling
— Unverified Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation Feb 16, 2022 Brain Tumor Segmentation Federated Learning
Code Code Available Single-shot Hyper-parameter Optimization for Federated Learning: A General Algorithm & Analysis Feb 16, 2022 Federated Learning
— Unverified Improved Differential Privacy for SGD via Optimal Private Linear Operators on Adaptive Streams Feb 16, 2022 Federated Learning
— Unverified No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices Feb 16, 2022 Federated Learning Knowledge Distillation
— Unverified Federated-Learning-Based Anomaly Detection for IoT Security Attacks Feb 15, 2022 Anomaly Detection Federated Learning
— Unverified Towards Verifiable Federated Learning Feb 15, 2022 Federated Learning
— Unverified 