Cybersecurity Threats in Connected and Automated Vehicles based Federated Learning Systems Feb 26, 2021 Federated Learning
— Unverified FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout Feb 26, 2021 Fairness Federated 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 Emerging Trends in Federated Learning: From Model Fusion to Federated X Learning Feb 25, 2021 Federated Learning Meta-Learning
— Unverified Blockchained Federated Learning for Threat Defense 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 Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach Feb 24, 2021 Federated Learning Generative Adversarial Network
Code Code Available Federated Learning for Physical Layer Design Feb 23, 2021 Federated Learning Privacy Preserving
— Unverified QuPeL: Quantized Personalization with Applications to Federated Learning Feb 23, 2021 Diversity 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 Clustering Algorithm to Detect Adversaries in Federated Learning Feb 22, 2021 Clustering Federated Learning
— Unverified Multiple Kernel-Based Online Federated Learning Feb 22, 2021 Federated Learning
— Unverified When Crowdsensing Meets Federated Learning: Privacy-Preserving Mobile Crowdsensing System Feb 20, 2021 Federated Learning Privacy Preserving
— Unverified Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems Feb 19, 2021 Federated Learning
Code Code Available Personalized Federated Learning: A Unified Framework and Universal Optimization Techniques Feb 19, 2021 Federated Learning Personalized Federated 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 Robust and Differentially Private Mean Estimation Feb 18, 2021 Federated Learning Meta-Learning
Code Code Available Label Leakage and Protection in Two-party Split Learning Feb 17, 2021 Federated Learning Vocal Bursts Valence Prediction
Code Code Available DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection Feb 17, 2021 Event Detection 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 A Federated Data-Driven Evolutionary Algorithm Feb 16, 2021 Federated Learning Management
Code Code Available Federated Learning over Wireless Networks: A Band-limited Coordinated Descent Approach Feb 16, 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 FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Feb 15, 2021 Autonomous Driving Federated Learning
Code Code Available A first look into the carbon footprint of federated learning Feb 15, 2021 Federated Learning
— Unverified On the Impact of Device and Behavioral Heterogeneity in Federated Learning Feb 15, 2021 Fairness Federated Learning
— Unverified Exploiting Shared Representations for Personalized Federated Learning Feb 14, 2021 Federated Learning Meta-Learning
Code Code Available A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available 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 A Metamodel and Framework for Artificial General Intelligence From Theory to Practice Feb 11, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Privacy-Preserving Self-Taught Federated Learning for Heterogeneous Data Feb 11, 2021 Federated Learning Privacy Preserving
— 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 Robust Federated Learning with Attack-Adaptive Aggregation Feb 10, 2021 Federated Learning Model Poisoning
Code Code Available CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Feb 9, 2021 Federated Learning
Code Code Available Security and Privacy for Artificial Intelligence: Opportunities and Challenges Feb 9, 2021 Federated Learning
— Unverified Training Federated GANs with Theoretical Guarantees: A Universal Aggregation Approach 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 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 FedMood: Federated Learning on Mobile Health Data for Mood Detection Feb 6, 2021 BIG-bench Machine Learning Depression Detection
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