Semi-Targeted Model Poisoning Attack on Federated Learning via Backward Error Analysis Mar 22, 2022 Backdoor Attack Federated Learning
Code Code Available Interpretability of Fine-grained Classification of Sadness and Depression Mar 20, 2022 Classification Federated Learning
Code Code Available Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANs Mar 20, 2022 Federated Learning
— Unverified Desirable Companion for Vertical Federated Learning: New Zeroth-Order Gradient Based Algorithm Mar 19, 2022 Federated Learning Vertical Federated Learning
— Unverified Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers Mar 19, 2022 Federated Learning Privacy Preserving
— Unverified Fair Federated Learning via Bounded Group Loss Mar 18, 2022 Fairness Federated Learning
— Unverified Latency Optimization for Blockchain-Empowered Federated Learning in Multi-Server Edge Computing Mar 18, 2022 Deep Reinforcement Learning Edge-computing
— Unverified Federated Learning for Privacy Preservation in Smart Healthcare Systems: A Comprehensive Survey Mar 18, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation Mar 18, 2022 Federated Learning Image Segmentation
— Unverified MPAF: Model Poisoning Attacks to Federated Learning based on Fake Clients Mar 16, 2022 Federated Learning Model Poisoning
— Unverified Training a Tokenizer for Free with Private Federated Learning Mar 15, 2022 Federated Learning Language Modelling
— Unverified Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases Mar 14, 2022 Federated Learning Self-Supervised Learning
— Unverified Privatized Graph Federated Learning Mar 14, 2022 Federated Learning
— Unverified The Right to be Forgotten in Federated Learning: An Efficient Realization with Rapid Retraining Mar 14, 2022 Federated Learning Machine Unlearning
— Unverified Communication-Efficient Federated Distillation with Active Data Sampling Mar 14, 2022 Federated Learning Privacy Preserving
— Unverified Private Non-Convex Federated Learning Without a Trusted Server Mar 13, 2022 Federated Learning
Code Code Available Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation Mar 12, 2022 Federated Learning Hyperparameter Optimization
— Unverified Federated Remote Physiological Measurement with Imperfect Data Mar 11, 2022 Federated Learning Privacy Preserving
— Unverified Wireless Quantized Federated Learning: A Joint Computation and Communication Design Mar 11, 2022 Federated Learning Quantization
— Unverified No Free Lunch Theorem for Security and Utility in Federated Learning Mar 11, 2022 Federated Learning Privacy Preserving
— Unverified FedSyn: Synthetic Data Generation using Federated Learning Mar 11, 2022 BIG-bench Machine Learning Federated Learning
— Unverified A Systematic Literature Review on Blockchain Enabled Federated Learning Framework for Internet of Vehicles Mar 10, 2022 Federated Learning Survey
— Unverified A Contribution-based Device Selection Scheme in Federated Learning Mar 10, 2022 Federated Learning
— Unverified Update Compression for Deep Neural Networks on the Edge Mar 9, 2022 Federated Learning
— Unverified Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition Mar 9, 2022 Emotion Recognition Federated Learning
— Unverified Federated Minimax Optimization: Improved Convergence Analyses and Algorithms Mar 9, 2022 Distributed Optimization Federated Learning
— Unverified 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 Differentially Private Federated Learning with Local Regularization and Sparsification Mar 7, 2022 Federated Learning
— Unverified The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning Mar 7, 2022 Federated Learning
— Unverified Fully Decentralized, Scalable Gaussian Processes for Multi-Agent Federated Learning Mar 6, 2022 Federated Learning Gaussian Processes
— Unverified Continual Horizontal Federated Learning for Heterogeneous Data Mar 4, 2022 Continual Learning Federated Learning
— Unverified Label Leakage and Protection from Forward Embedding in Vertical Federated Learning Mar 2, 2022 Federated Learning Vertical Federated Learning
— Unverified Towards Efficient and Stable K-Asynchronous Federated Learning with Unbounded Stale Gradients on Non-IID Data Mar 2, 2022 Federated Learning Privacy Preserving
— Unverified Beyond Gradients: Exploiting Adversarial Priors in Model Inversion Attacks Mar 1, 2022 Federated Learning
— Unverified FedREP: Towards Horizontal Federated Load Forecasting for Retail Energy Providers Mar 1, 2022 Federated Learning Load Forecasting
— Unverified Asynchronous Decentralized Federated Learning for Collaborative Fault Diagnosis of PV Stations Feb 28, 2022 Fault Diagnosis Federated Learning
— Unverified Improving Response Time of Home IoT Services in Federated Learning Feb 28, 2022 Distributed Computing Federated Learning
Code Code Available 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 Partitioned Variational Inference: A Framework for Probabilistic Federated Learning Feb 24, 2022 Federated Learning Variational Inference
Code Code Available Robust Federated Learning with Connectivity Failures: A Semi-Decentralized Framework with Collaborative Relaying Feb 24, 2022 Federated Learning
— Unverified Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization Feb 23, 2022 Federated Learning
— Unverified TEE-based decentralized recommender systems: The raw data sharing redemption Feb 23, 2022 Collaborative Filtering Federated Learning
Code Code Available FedCAT: Towards Accurate Federated Learning via Device Concatenation 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 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 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 