FLAGS Framework for Comparative Analysis of Federated Learning Algorithms Dec 14, 2022 Federated Learning
— Unverified Robust Split Federated Learning for U-shaped Medical Image Networks Dec 13, 2022 Federated Learning
Code Code Available Over-The-Air Federated Learning Over Scalable Cell-free Massive MIMO Dec 13, 2022 Federated Learning
— Unverified AFLGuard: Byzantine-robust Asynchronous Federated Learning Dec 13, 2022 Federated Learning
— Unverified Collaborating Heterogeneous Natural Language Processing Tasks via Federated Learning Dec 12, 2022 Federated Learning Natural Language Understanding
— Unverified ResFed: Communication Efficient Federated Learning by Transmitting Deep Compressed Residuals Dec 11, 2022 Federated Learning Quantization
— Unverified GTFLAT: Game Theory Based Add-On For Empowering Federated Learning Aggregation Techniques Dec 8, 2022 Federated Learning
Code Code Available Federated Learning for Inference at Anytime and Anywhere Dec 8, 2022 Federated Learning
— Unverified Skellam Mixture Mechanism: a Novel Approach to Federated Learning with Differential Privacy Dec 8, 2022 Federated Learning Math
Code Code Available Towards Fleet-wide Sharing of Wind Turbine Condition Information through Privacy-preserving Federated Learning Dec 7, 2022 Fault Detection Federated Learning
— Unverified Reconstructing Training Data from Model Gradient, Provably Dec 7, 2022 Federated Learning model
— Unverified MOB-FL: Mobility-Aware Federated Learning for Intelligent Connected Vehicles Dec 7, 2022 Federated Learning Trajectory Prediction
— Unverified PaDPaF: Partial Disentanglement with Partially-Federated GANs Dec 7, 2022 Disentanglement Federated Learning
Code Code Available Refiner: Data Refining against Gradient Leakage Attacks in Federated Learning Dec 5, 2022 Federated Learning Semantic Similarity
— Unverified FedCC: Robust Federated Learning against Model Poisoning Attacks Dec 5, 2022 Federated Learning model
— Unverified Distributed Stochastic Gradient Descent with Cost-Sensitive and Strategic Agents Dec 5, 2022 Federated Learning
— Unverified Differentiated Federated Reinforcement Learning Based Traffic Offloading on Space-Air-Ground Integrated Networks Dec 5, 2022 Fairness Federated Learning
— Unverified Encrypted machine learning of molecular quantum properties Dec 5, 2022 Federated Learning molecular representation
Code Code Available Multi-Layer Personalized Federated Learning for Mitigating Biases in Student Predictive Analytics Dec 5, 2022 Federated Learning Knowledge Tracing
— Unverified Unexpectedly Useful: Convergence Bounds And Real-World Distributed Learning Dec 5, 2022 Federated Learning
— Unverified Distributed Pruning Towards Tiny Neural Networks in Federated Learning Dec 5, 2022 Federated Learning Network Pruning
— Unverified HierarchyFL: Heterogeneous Federated Learning via Hierarchical Self-Distillation Dec 5, 2022 Diversity Federated Learning
— Unverified Security Analysis of SplitFed Learning Dec 4, 2022 Federated Learning Model Poisoning
— Unverified Quantum Federated Learning with Entanglement Controlled Circuits and Superposition Coding Dec 4, 2022 Federated Learning image-classification
— Unverified GlueFL: Reconciling Client Sampling and Model Masking for Bandwidth Efficient Federated Learning Dec 3, 2022 Federated Learning Model Compression
— Unverified Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework Dec 3, 2022 Federated Learning image-classification
— Unverified Generative Data Augmentation for Non-IID Problem in Decentralized Clinical Machine Learning Dec 2, 2022 Data Augmentation Edge-computing
— Unverified Self-supervised On-device Federated Learning from Unlabeled Streams Dec 2, 2022 Contrastive Learning Federated Learning
— Unverified Olive Branch Learning: A Topology-Aware Federated Learning Framework for Space-Air-Ground Integrated Network Dec 2, 2022 Federated Learning
— Unverified On the Energy and Communication Efficiency Tradeoffs in Federated and Multi-Task Learning Dec 2, 2022 Federated Learning Meta-Learning
— Unverified Faster Adaptive Federated Learning Dec 2, 2022 Federated Learning image-classification
— Unverified PGFed: Personalize Each Client's Global Objective for Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available Towards Practical Few-shot Federated NLP Dec 1, 2022 Data Augmentation Federated Learning
— Unverified Vertical Federated Learning: A Structured Literature Review Dec 1, 2022 Federated Learning Vertical Federated Learning
— Unverified PiPar: Pipeline Parallelism for Collaborative Machine Learning Dec 1, 2022 Federated Learning Privacy Preserving
— Unverified Gradient and Channel Aware Dynamic Scheduling for Over-the-Air Computation in Federated Edge Learning Systems Dec 1, 2022 Federated Learning Privacy Preserving
— Unverified Early prediction of the risk of ICU mortality with Deep Federated Learning Dec 1, 2022 Federated Learning ICU Mortality
Code Code Available Hijack Vertical Federated Learning Models As One Party Dec 1, 2022 Federated Learning Vertical Federated Learning
— Unverified HashVFL: Defending Against Data Reconstruction Attacks in Vertical Federated Learning Dec 1, 2022 Federated Learning Reconstruction Attack
— Unverified Privacy-Preserving Federated Deep Clustering based on GAN Nov 30, 2022 Clustering Deep Clustering
— Unverified On the Design of Communication-Efficient Federated Learning for Health Monitoring Nov 30, 2022 Federated Learning Transfer Learning
— Unverified FedGPO: Heterogeneity-Aware Global Parameter Optimization for Efficient Federated Learning Nov 30, 2022 Federated Learning
— Unverified Scalable Hierarchical Over-the-Air Federated Learning Nov 29, 2022 Federated Learning
— Unverified Performance Evaluation, Optimization and Dynamic Decision in Blockchain Systems: A Recent Overview Nov 29, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Adap DP-FL: Differentially Private Federated Learning with Adaptive Noise Nov 29, 2022 Federated Learning
— Unverified Flow: Per-Instance Personalized Federated Learning Through Dynamic Routing Nov 28, 2022 Federated Learning Personalized Federated Learning
Code Code Available AquaFeL-PSO: A Monitoring System for Water Resources using Autonomous Surface Vehicles based on Multimodal PSO and Federated Learning Nov 28, 2022 Federated Learning
— Unverified Federated Learning Attacks and Defenses: A Survey Nov 27, 2022 Federated Learning Survey
— Unverified Navigation as Attackers Wish? Towards Building Robust Embodied Agents under Federated Learning Nov 27, 2022 Federated Learning Navigate
— Unverified MDA: Availability-Aware Federated Learning Client Selection Nov 25, 2022 Federated Learning
Code Code Available 