Efficient Client Contribution Evaluation for Horizontal Federated Learning Feb 26, 2021 Federated Learning
— Unverified Blockchained Federated Learning for Threat Defense Feb 25, 2021 Federated Learning
— Unverified Emerging Trends in Federated Learning: From Model Fusion to Federated X Learning Feb 25, 2021 Federated Learning Meta-Learning
— Unverified Distributed Online Learning with Multiple Kernels Feb 25, 2021 Federated Learning Time Series
— Unverified Distributionally Robust Federated Averaging Feb 25, 2021 Federated Learning
— Unverified Federated Multi-armed Bandits with Personalization Feb 25, 2021 Federated Learning Multi-Armed Bandits
Code Code Available A Quantitative Metric for Privacy Leakage in Federated Learning Feb 24, 2021 Federated Learning Mutual Information Estimation
— Unverified QuPeL: Quantized Personalization with Applications to Federated Learning Feb 23, 2021 Diversity Federated Learning
— Unverified Federated Learning for Physical Layer Design Feb 23, 2021 Federated Learning Privacy Preserving
— Unverified Multiple Kernel-Based Online Federated Learning Feb 22, 2021 Federated Learning
— Unverified Clustering Algorithm to Detect Adversaries in Federated Learning Feb 22, 2021 Clustering Federated Learning
— Unverified Federated f-Differential Privacy Feb 22, 2021 Federated Learning
Code Code Available Sustainable Federated Learning Feb 22, 2021 BIG-bench Machine Learning Federated Learning
— Unverified When Crowdsensing Meets Federated Learning: Privacy-Preserving Mobile Crowdsensing System Feb 20, 2021 Federated Learning Privacy Preserving
— Unverified Personalized Federated Learning: A Unified Framework and Universal Optimization Techniques Feb 19, 2021 Federated Learning Personalized Federated Learning
Code Code Available Robust and Differentially Private Mean Estimation Feb 18, 2021 Federated Learning Meta-Learning
Code Code Available Efficient Reinforcement Learning in Resource Allocation Problems Through Permutation Invariant Multi-task Learning Feb 18, 2021 Federated Learning Multi-Task Learning
— Unverified DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection Feb 17, 2021 Event Detection Federated Learning
— Unverified Federated Learning over Wireless Networks: A Band-limited Coordinated Descent Approach Feb 16, 2021 Federated Learning
— Unverified Federated Evaluation and Tuning for On-Device Personalization: System Design & Applications Feb 16, 2021 Federated Learning
— Unverified Scaling Neuroscience Research using Federated Learning Feb 16, 2021 Federated Learning
— Unverified On the Impact of Device and Behavioral Heterogeneity in Federated Learning Feb 15, 2021 Fairness Federated Learning
— Unverified A first look into the carbon footprint of federated learning Feb 15, 2021 Federated Learning
— Unverified MARINA: Faster Non-Convex Distributed Learning with Compression Feb 15, 2021 All Federated Learning
Code Code Available Federated Dropout Learning for Hybrid Beamforming With Spatial Path Index Modulation In Multi-User mmWave-MIMO Systems Feb 15, 2021 Federated Learning
— Unverified Linear Convergence in Federated Learning: Tackling Client Heterogeneity and Sparse Gradients Feb 14, 2021 Federated Learning
— Unverified Stragglers Are Not Disaster: A Hybrid Federated Learning Algorithm with Delayed Gradients Feb 12, 2021 Federated Learning
— Unverified The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation Feb 12, 2021 Federated Learning Quantization
Code Code Available Privacy-Preserving Self-Taught Federated Learning for Heterogeneous Data Feb 11, 2021 Federated Learning Privacy Preserving
— Unverified A Metamodel and Framework for Artificial General Intelligence From Theory to Practice Feb 11, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Meta Federated Learning Feb 10, 2021 Federated Learning Privacy Preserving
— Unverified FLOP: Federated Learning on Medical Datasets using Partial Networks Feb 10, 2021 Deep Learning Federated Learning
— Unverified Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Feb 9, 2021 Federated Learning
Code Code Available FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation Feb 9, 2021 Federated Learning Graph Neural Network
— Unverified Federated Learning with Local Differential Privacy: Trade-offs between Privacy, Utility, and Communication Feb 9, 2021 Federated Learning
— Unverified Security and Privacy for Artificial Intelligence: Opportunities and Challenges Feb 9, 2021 Federated Learning
— Unverified Coordinating Momenta for Cross-silo Federated Learning Feb 8, 2021 Federated Learning
— Unverified Adaptive Quantization of Model Updates for Communication-Efficient Federated Learning Feb 8, 2021 Federated Learning Quantization
— Unverified Multi-Tier Federated Learning for Vertically Partitioned Data Feb 6, 2021 Federated Learning
— Unverified DEAL: Decremental Energy-Aware Learning in a Federated System Feb 5, 2021 energy management 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 Learning on the Road: Autonomous Controller Design for Connected and Autonomous Vehicles Feb 5, 2021 Autonomous Vehicles Federated Learning
— Unverified Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels Feb 5, 2021 Federated Learning Generalization Bounds
— Unverified Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning Feb 5, 2021 Distributed Optimization 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 SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure Aggregation Feb 4, 2021 Anomaly Detection Federated Learning
— Unverified A Bayesian Federated Learning Framework with Online Laplace Approximation Feb 3, 2021 Federated Learning
— Unverified Provably Secure Federated Learning against Malicious Clients Feb 3, 2021 Activity Recognition Federated Learning
— Unverified Applications of Federated Learning in Smart Cities: Recent Advances, Taxonomy, and Open Challenges Feb 2, 2021 Federated Learning
— Unverified FEDZIP: A Compression Framework for Communication-Efficient Federated Learning Feb 2, 2021 BIG-bench Machine Learning Clustering
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