Learning from History for Byzantine Robust Optimization Dec 18, 2020 Federated Learning Stochastic Optimization
Code Code Available Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning Dec 16, 2020 Federated Learning Intrusion Detection
Code Code Available More Industry-friendly: Federated Learning with High Efficient Design Dec 16, 2020 Federated Learning Vocal Bursts Intensity Prediction
— Unverified FedADC: Accelerated Federated Learning with Drift Control Dec 16, 2020 Federated Learning
— Unverified FedeRank: User Controlled Feedback with Federated Recommender Systems Dec 15, 2020 Diversity Federated Learning
— Unverified Cost-Effective Federated Learning Design Dec 15, 2020 Federated Learning
— Unverified Towards open and expandable cognitive AI architectures for large-scale multi-agent human-robot collaborative learning Dec 15, 2020 Federated Learning Self-Learning
— Unverified Personalized Federated Learning with First Order Model Optimization Dec 15, 2020 Federated Learning model
Code Code Available CosSGD: Communication-Efficient Federated Learning with a Simple Cosine-Based Quantization Dec 15, 2020 Federated Learning image-classification
— Unverified Bandit-based Communication-Efficient Client Selection Strategies for Federated Learning Dec 14, 2020 Fairness Federated Learning
— Unverified Federated Learning under Importance Sampling Dec 14, 2020 Federated Learning
— Unverified Privacy Preserving Demand Forecasting to Encourage Consumer Acceptance of Smart Energy Meters Dec 14, 2020 BIG-bench Machine Learning Demand Forecasting
— Unverified FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring Dec 14, 2020 Activity Recognition Federated Learning
— Unverified Privacy-preserving Decentralized Aggregation for Federated Learning Dec 13, 2020 Federated Learning image-classification
— Unverified Communication-Efficient Federated Learning with Compensated Overlap-FedAvg Dec 12, 2020 Data Compression Federated Learning
Code Code Available Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions Dec 12, 2020 Federated Learning
— Unverified Adaptive Histogram-Based Gradient Boosted Trees for Federated Learning Dec 11, 2020 Federated Learning
— Unverified Privacy-preserving medical image analysis Dec 10, 2020 Federated Learning Medical Image Analysis
— Unverified Communication-Computation Efficient Secure Aggregation for Federated Learning Dec 10, 2020 Federated Learning Privacy Preserving
— Unverified Analysis and Optimal Edge Assignment For Hierarchical Federated Learning on Non-IID Data Dec 10, 2020 Edge-computing Federated Learning
— Unverified Accurate and Fast Federated Learning via IID and Communication-Aware Grouping Dec 9, 2020 Federated Learning
— Unverified Privacy Amplification by Decentralization Dec 9, 2020 Federated Learning
Code Code Available Federated Learning in Unreliable and Resource-Constrained Cellular Wireless Networks Dec 9, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective Dec 8, 2020 Federated Learning
Code Code Available Ditto: Fair and Robust Federated Learning Through Personalization Dec 8, 2020 Fairness Federated Learning
Code Code Available Poisoning Semi-supervised Federated Learning via Unlabeled Data: Attacks and Defenses Dec 8, 2020 Federated Learning Quantization
— Unverified GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs Dec 8, 2020 Federated Learning General Classification
— Unverified Privacy and Robustness in Federated Learning: Attacks and Defenses Dec 7, 2020 Federated Learning Privacy Preserving
— Unverified Faster Non-Convex Federated Learning via Global and Local Momentum Dec 7, 2020 Federated Learning
— Unverified Dynamic Clustering in Federated Learning Dec 7, 2020 Clustering Federated Learning
— Unverified Design and Analysis of Uplink and Downlink Communications for Federated Learning Dec 7, 2020 Federated Learning Quantization
— Unverified TornadoAggregate: Accurate and Scalable Federated Learning via the Ring-Based Architecture Dec 6, 2020 Federated Learning
— Unverified SoK: Training Machine Learning Models over Multiple Sources with Privacy Preservation Dec 6, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Accurate and Fast Federated Learning via Combinatorial Multi-Armed Bandits Dec 6, 2020 BIG-bench Machine Learning Federated Learning
— Unverified FedSiam: Towards Adaptive Federated Semi-Supervised Learning Dec 6, 2020 Federated Learning
— Unverified Probabilistic Federated Learning of Neural Networks Incorporated with Global Posterior Information Dec 6, 2020 Federated Learning
— Unverified Unleashing the Tiger: Inference Attacks on Split Learning Dec 4, 2020 Federated Learning
Code Code Available Federated Learning with Heterogeneous Labels and Models for Mobile Activity Monitoring Dec 4, 2020 Activity Recognition BIG-bench Machine Learning
— Unverified Mitigating Bias in Federated Learning Dec 4, 2020 Fairness Federated Learning
— Unverified FAT: Federated Adversarial Training Dec 3, 2020 Adversarial Robustness Federated Learning
— Unverified Federated Learning for Personalized Humor Recognition Dec 3, 2020 Diversity Federated Learning
— Unverified Robust Federated Learning with Noisy Labels Dec 3, 2020 Federated Learning Learning with noisy labels
Code Code Available Blockchain Assisted Decentralized Federated Learning (BLADE-FL) with Lazy Clients Dec 2, 2020 Federated Learning
— Unverified Second-Order Guarantees in Federated Learning Dec 2, 2020 Deep Learning Federated Learning
— Unverified Distributed Machine Learning for Wireless Communication Networks: Techniques, Architectures, and Applications Dec 2, 2020 BIG-bench Machine Learning Cloud Computing
— Unverified Federated Learning for Spoken Language Understanding Dec 1, 2020 Federated Learning Intent Detection
— Unverified A Systematic Literature Review on Federated Learning: From A Model Quality Perspective Dec 1, 2020 Articles Federated Learning
— Unverified Federated Marginal Personalization for ASR Rescoring Dec 1, 2020 Federated Learning speech-recognition
— Unverified Communication-Efficient Federated Distillation Dec 1, 2020 Federated Learning image-classification
— Unverified MYSTIKO : : Cloud-Mediated, Private, Federated Gradient Descent Dec 1, 2020 Federated Learning
— Unverified 