Asynchronous Federated Learning with Reduced Number of Rounds and with Differential Privacy from Less Aggregated Gaussian Noise Jul 17, 2020 Federated Learning
— Unverified Prioritized Multi-Criteria Federated Learning Jul 17, 2020 Federated Learning image-classification
— Unverified HyperTune: Dynamic Hyperparameter Tuning For Efficient Distribution of DNN Training Over Heterogeneous Systems Jul 16, 2020 Federated Learning image-classification
— Unverified Less is More: A privacy-respecting Android malware classifier using Federated Learning Jul 16, 2020 Federated Learning Malware Classification
Code Code Available Federated Learning in Mobile Edge Computing: An Edge-Learning Perspective for Beyond 5G Jul 15, 2020 BIG-bench Machine Learning Edge-computing
— Unverified FetchSGD: Communication-Efficient Federated Learning with Sketching Jul 15, 2020 Federated Learning
— Unverified FedBoosting: Federated Learning with Gradient Protected Boosting for Text Recognition Jul 14, 2020 Federated Learning
Code Code Available Joint Device Scheduling and Resource Allocation for Latency Constrained Wireless Federated Learning Jul 14, 2020 Federated Learning Scheduling
— Unverified Privacy Amplification via Random Check-Ins Jul 13, 2020 Federated Learning
— Unverified Model Fusion with Kullback--Leibler Divergence Jul 13, 2020 Federated Learning model
Code Code Available Data-driven geophysics: from dictionary learning to deep learning Jul 13, 2020 Deep Learning Dictionary Learning
— Unverified Quality Inference in Federated Learning with Secure Aggregation Jul 13, 2020 Federated Learning Inference Attack
— Unverified VAFL: a Method of Vertical Asynchronous Federated Learning Jul 12, 2020 Federated Learning
— Unverified A Unified Linear Speedup Analysis of Federated Averaging and Nesterov FedAvg Jul 11, 2020 Distributed Optimization Federated Learning
— Unverified Data science and AI in FinTech: An overview Jul 10, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning of User Authentication Models Jul 9, 2020 Federated Learning Privacy Preserving
— Unverified Client Adaptation improves Federated Learning with Simulated Non-IID Clients Jul 9, 2020 Federated Learning
Code Code Available BlockFLow: An Accountable and Privacy-Preserving Solution for Federated Learning Jul 8, 2020 Federated Learning Privacy Preserving
— Unverified Learning while Respecting Privacy and Robustness to Distributional Uncertainties and Adversarial Data Jul 7, 2020 Federated Learning
— Unverified Backdoor attacks and defenses in feature-partitioned collaborative learning Jul 7, 2020 Federated Learning
— Unverified A Distributed Cubic-Regularized Newton Method for Smooth Convex Optimization over Networks Jul 7, 2020 Federated Learning
— Unverified A Federated F-score Based Ensemble Model for Automatic Rule Extraction Jul 7, 2020 Federated Learning Marketing
— Unverified Personalized Cross-Silo Federated Learning on Non-IID Data Jul 7, 2020 Federated Learning
— Unverified Self-organizing Democratized Learning: Towards Large-scale Distributed Learning Systems Jul 7, 2020 Clustering Federated Learning
Code Code Available Coded Computing for Federated Learning at the Edge Jul 7, 2020 Edge-computing Federated Learning
— Unverified Sharing Models or Coresets: A Study based on Membership Inference Attack Jul 6, 2020 Federated Learning Inference Attack
— Unverified Experiments of Federated Learning for COVID-19 Chest X-ray Images Jul 5, 2020 Federated Learning
— Unverified Delay Minimization for Federated Learning Over Wireless Communication Networks Jul 5, 2020 Federated Learning
— Unverified Privacy Threats Against Federated Matrix Factorization Jul 3, 2020 Collaborative Filtering Federated Learning
— Unverified Harnessing Wireless Channels for Scalable and Privacy-Preserving Federated Learning Jul 3, 2020 Federated Learning Privacy Preserving
— Unverified On the Outsized Importance of Learning Rates in Local Update Methods Jul 2, 2020 Federated Learning Meta-Learning
Code Code Available Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy Jul 2, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning with Compression: Unified Analysis and Sharp Guarantees Jul 2, 2020 Distributed Optimization Federated Learning
— Unverified FDA3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications Jun 28, 2020 Federated Learning
— Unverified Bidirectional compression in heterogeneous settings for distributed or federated learning with partial participation: tight convergence guarantees Jun 25, 2020 Federated Learning
Code Code Available Local Stochastic Approximation: A Unified View of Federated Learning and Distributed Multi-Task Reinforcement Learning Algorithms Jun 24, 2020 Federated Learning reinforcement-learning
— Unverified Security and Privacy Preserving Deep Learning Jun 23, 2020 BIG-bench Machine Learning Deep Learning
— Unverified Exact Support Recovery in Federated Regression with One-shot Communication Jun 22, 2020 Distributed Computing Federated Learning
— Unverified Byzantine-Resilient High-Dimensional Federated Learning Jun 22, 2020 Federated Learning Vocal Bursts Intensity Prediction
— Unverified D2P-Fed: Differentially Private Federated Learning With Efficient Communication Jun 22, 2020 Federated Learning
— Unverified Scheduling Policy and Power Allocation for Federated Learning in NOMA Based MEC Jun 21, 2020 BIG-bench Machine Learning Federated Learning
— Unverified FedFMC: Sequential Efficient Federated Learning on Non-iid Data Jun 19, 2020 Federated Learning
— Unverified DEED: A General Quantization Scheme for Communication Efficiency in Bits Jun 19, 2020 Distributed Optimization Federated Learning
— Unverified Federated Learning With Quantized Global Model Updates Jun 18, 2020 Federated Learning model
— Unverified Mix2FLD: Downlink Federated Learning After Uplink Federated Distillation With Two-Way Mixup Jun 17, 2020 Federated Learning Privacy Preserving
— Unverified Communication-Efficient Robust Federated Learning Over Heterogeneous Datasets Jun 17, 2020 Federated Learning
— Unverified Federated Survival Analysis with Discrete-Time Cox Models Jun 16, 2020 Federated Learning Privacy Preserving
— Unverified Robust Federated Learning: The Case of Affine Distribution Shifts Jun 16, 2020 Federated Learning image-classification
— Unverified Fusion Learning: A One Shot Federated Learning Jun 15, 2020 Federated Learning
— Unverified Ensemble Distillation for Robust Model Fusion in Federated Learning Jun 12, 2020 BIG-bench Machine Learning Federated Learning
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