Multi-Tier Federated Learning for Vertically Partitioned Data Feb 6, 2021 Federated Learning
— Unverified Estimation of Microphone Clusters in Acoustic Sensor Networks using Unsupervised Federated Learning Feb 5, 2021 Clustering Federated Learning
Code Code Available Federated Reconstruction: Partially Local Federated Learning Feb 5, 2021 Collaborative Filtering Federated Learning
Code Code Available Federated Learning on the Road: Autonomous Controller Design for Connected and Autonomous Vehicles Feb 5, 2021 Autonomous Vehicles Federated Learning
— Unverified Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning Feb 5, 2021 Distributed Optimization Federated Learning
— Unverified Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels Feb 5, 2021 Federated Learning Generalization Bounds
— Unverified DEAL: Decremental Energy-Aware Learning in a Federated System Feb 5, 2021 energy management Federated Learning
— Unverified SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure Aggregation Feb 4, 2021 Anomaly Detection Federated Learning
— Unverified Semi-Synchronous Federated Learning for Energy-Efficient Training and Accelerated Convergence in Cross-Silo Settings Feb 4, 2021 BIG-bench Machine Learning Federated Learning
— Unverified FedAUX: Leveraging Unlabeled Auxiliary Data in Federated Learning Feb 4, 2021 Federated Learning Unsupervised Pre-training
Code Code Available A Bayesian Federated Learning Framework with Online Laplace Approximation Feb 3, 2021 Federated Learning
— Unverified Federated Learning on Non-IID Data Silos: An Experimental Study Feb 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Provably Secure Federated Learning against Malicious Clients Feb 3, 2021 Activity Recognition Federated Learning
— Unverified FedProf: Selective Federated Learning with Representation Profiling Feb 2, 2021 Federated Learning Privacy Preserving
— Unverified FEDZIP: A Compression Framework for Communication-Efficient Federated Learning Feb 2, 2021 BIG-bench Machine Learning Clustering
Code Code Available Applications of Federated Learning in Smart Cities: Recent Advances, Taxonomy, and Open Challenges Feb 2, 2021 Federated Learning
— Unverified Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning Feb 1, 2021 Federated Learning
— Unverified Scaling Federated Learning for Fine-tuning of Large Language Models Feb 1, 2021 Federated Learning Sentiment Analysis
— Unverified Decentralized Federated Learning Preserves Model and Data Privacy Feb 1, 2021 Anomaly Detection Federated Learning
— Unverified A_Blockchain-Based_Decentralized_Federated_Learning_Framework_with_Committee_Consensus Jan 31, 2021 Federated Learning
— Unverified On Data Efficiency of Meta-learning Jan 30, 2021 Federated Learning Meta-Learning
— Unverified Federated Learning over Wireless Device-to-Device Networks: Algorithms and Convergence Analysis Jan 29, 2021 Cloud Computing Dimensionality Reduction
— Unverified Edge Federated Learning Via Unit-Modulus Over-The-Air Computation Jan 28, 2021 Autonomous Driving Federated Learning
Code Code Available Self-supervised Cross-silo Federated Neural Architecture Search Jan 28, 2021 Federated Learning Neural Architecture Search
— Unverified Differential Privacy Meets Federated Learning under Communication Constraints Jan 28, 2021 Federated Learning Model Compression
— Unverified Covert Model Poisoning Against Federated Learning: Algorithm Design and Optimization Jan 28, 2021 Federated Learning Model Poisoning
— Unverified Federated Multi-Armed Bandits Jan 28, 2021 Federated Learning Multi-Armed Bandits
Code Code Available Artificial Intelligence Driven UAV-NOMA-MEC in Next Generation Wireless Networks Jan 27, 2021 Edge-computing Federated Learning
— Unverified Dopamine: Differentially Private Federated Learning on Medical Data Jan 27, 2021 Federated Learning
Code Code Available Accuracy and Privacy Evaluations of Collaborative Data Analysis Jan 27, 2021 Dimensionality Reduction Federated Learning
— Unverified FedH2L: Federated Learning with Model and Statistical Heterogeneity Jan 27, 2021 Federated Learning model
— Unverified Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning Jan 27, 2021 Federated Learning Open-Ended Question Answering
— Unverified Transparent Contribution Evaluation for Secure Federated Learning on Blockchain Jan 26, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Failure Prediction in Production Line Based on Federated Learning: An Empirical Study Jan 25, 2021 Federated Learning
— Unverified Adaptive Scheduling for Machine Learning Tasks over Networks Jan 25, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Untargeted Poisoning Attack Detection in Federated Learning via Behavior Attestation Jan 24, 2021 Federated Learning Model Poisoning
— Unverified Vertical federated learning based on DFP and BFGS Jan 23, 2021 Federated Learning regression
— Unverified Sum-Rate-Distortion Function for Indirect Multiterminal Source Coding in Federated Learning Jan 21, 2021 Decoder Federated Learning
— Unverified Time-Correlated Sparsification for Communication-Efficient Federated Learning Jan 21, 2021 Federated Learning Quantization
— Unverified FedNS: Improving Federated Learning for collaborative image classification on mobile clients Jan 20, 2021 Federated Learning General Classification
— Unverified Collaborative Federated Learning For Healthcare: Multi-Modal COVID-19 Diagnosis at the Edge Jan 19, 2021 COVID-19 Diagnosis Diagnostic
— Unverified Federated Learning Based Proactive Handover in Millimeter-wave Vehicular Networks Jan 18, 2021 Federated Learning
— Unverified Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary Jan 18, 2021 Federated Learning Lesion Classification
— Unverified Blockchain Assisted Decentralized Federated Learning (BLADE-FL): Performance Analysis and Resource Allocation Jan 18, 2021 Federated Learning
— Unverified Detection of Insider Attacks in Distributed Projected Subgradient Algorithms Jan 18, 2021 Federated Learning
— Unverified Privacy-Preserving Learning of Human Activity Predictors in Smart Environments Jan 17, 2021 Federated Learning Privacy Preserving
— Unverified Probabilistic Inference for Learning from Untrusted Sources Jan 15, 2021 Bayesian Inference Collaborative Filtering
— Unverified Auto-weighted Robust Federated Learning with Corrupted Data Sources Jan 14, 2021 Federated Learning Privacy Preserving
Code Code Available Federated Learning: Opportunities and Challenges Jan 14, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Towards Energy Efficient Federated Learning over 5G+ Mobile Devices Jan 13, 2021 Federated Learning GPU
— Unverified 