Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning Jul 29, 2020 Data Poisoning Federated Learning
Code Code Available Efficient Sparse Secure Aggregation for Federated Learning Jul 29, 2020 Federated Learning
— Unverified Group Knowledge Transfer: Federated Learning of Large CNNs at the Edge Jul 28, 2020 Federated Learning Knowledge Distillation
Code Code Available Flower: A Friendly Federated Learning Research Framework Jul 28, 2020 Federated Learning
Code Code Available Accelerating Federated Learning over Reliability-Agnostic Clients in Mobile Edge Computing Systems Jul 28, 2020 Edge-computing Federated Learning
— Unverified Evaluation of Federated Learning in Phishing Email Detection Jul 27, 2020 Distributed Computing Federated Learning
— Unverified FedML: A Research Library and Benchmark for Federated Machine Learning Jul 27, 2020 BIG-bench Machine Learning Distributed Computing
Code Code Available Learning discrete distributions: user vs item-level privacy Jul 27, 2020 Federated Learning
— Unverified Fast-Convergent Federated Learning Jul 26, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Jul 25, 2020 Federated Learning Self-Supervised Learning
— Unverified Federated Learning in the Sky: Aerial-Ground Air Quality Sensing Framework with UAV Swarms Jul 23, 2020 Federated Learning
— Unverified FedOCR: Communication-Efficient Federated Learning for Scene Text Recognition Jul 22, 2020 Federated Learning Privacy Preserving
— Unverified IBM Federated Learning: an Enterprise Framework White Paper V0.1 Jul 22, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available A Systematic Literature Review on Federated Machine Learning: From A Software Engineering Perspective Jul 22, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Byzantine-Resilient Secure Federated Learning Jul 21, 2020 Federated Learning Outlier Detection
— Unverified FPGA-Based Hardware Accelerator of Homomorphic Encryption for Efficient Federated Learning Jul 21, 2020 Federated Learning High-Level Synthesis
— Unverified Incentives for Federated Learning: a Hypothesis Elicitation Approach Jul 21, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach Jul 19, 2020 Anomaly Detection Federated Learning
— Unverified Multi-Stage Hybrid Federated Learning over Large-Scale D2D-Enabled Fog Networks Jul 18, 2020 Federated Learning
Code Code Available Tighter Generalization Bounds for Iterative Differentially Private Learning Algorithms Jul 18, 2020 Federated Learning Generalization Bounds
— Unverified Multi-Task Federated Learning for Personalised Deep Neural Networks in Edge Computing Jul 17, 2020 Edge-computing Federated Learning
Code Code Available Asynchronous Federated Learning with Reduced Number of Rounds and with Differential Privacy from Less Aggregated Gaussian Noise Jul 17, 2020 Federated Learning
— Unverified Learn distributed GAN with Temporary Discriminators Jul 17, 2020 Federated Learning
Code Code Available Prioritized Multi-Criteria Federated Learning Jul 17, 2020 Federated Learning image-classification
— Unverified Data Poisoning Attacks Against Federated Learning Systems Jul 16, 2020 Data Poisoning Federated Learning
Code Code Available Less is More: A privacy-respecting Android malware classifier using Federated Learning Jul 16, 2020 Federated Learning Malware Classification
Code Code Available HyperTune: Dynamic Hyperparameter Tuning For Efficient Distribution of DNN Training Over Heterogeneous Systems Jul 16, 2020 Federated Learning image-classification
— Unverified 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 Data-driven geophysics: from dictionary learning to deep learning Jul 13, 2020 Deep Learning Dictionary Learning
— Unverified Model Fusion with Kullback--Leibler Divergence Jul 13, 2020 Federated Learning model
Code Code Available Quality Inference in Federated Learning with Secure Aggregation Jul 13, 2020 Federated Learning Inference Attack
— Unverified Privacy Amplification via Random Check-Ins Jul 13, 2020 Federated Learning
— 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 Differentially private cross-silo federated learning Jul 10, 2020 Federated Learning
Code Code Available Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available Client Adaptation improves Federated Learning with Simulated Non-IID Clients Jul 9, 2020 Federated Learning
Code Code Available Federated Learning of User Authentication Models Jul 9, 2020 Federated Learning Privacy Preserving
— Unverified Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available BlockFLow: An Accountable and Privacy-Preserving Solution for Federated Learning Jul 8, 2020 Federated Learning Privacy Preserving
— Unverified Self-organizing Democratized Learning: Towards Large-scale Distributed Learning Systems Jul 7, 2020 Clustering Federated Learning
Code Code Available Personalized Cross-Silo Federated Learning on Non-IID Data Jul 7, 2020 Federated Learning
— Unverified A Federated F-score Based Ensemble Model for Automatic Rule Extraction Jul 7, 2020 Federated Learning Marketing
— Unverified Coded Computing for Federated Learning at the Edge Jul 7, 2020 Edge-computing Federated Learning
— Unverified Learning while Respecting Privacy and Robustness to Distributional Uncertainties and Adversarial Data Jul 7, 2020 Federated Learning
— Unverified A Distributed Cubic-Regularized Newton Method for Smooth Convex Optimization over Networks Jul 7, 2020 Federated Learning
— Unverified 