Compositional federated learning: Applications in distributionally robust averaging and meta learning Jun 21, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Low-Latency Federated Learning over Wireless Channels with Differential Privacy Jun 20, 2021 Federated Learning
— Unverified FedXGBoost: Privacy-Preserving XGBoost for Federated Learning Jun 20, 2021 Federated Learning Privacy Preserving
— Unverified Is Shapley Value fair? Improving Client Selection for Mavericks in Federated Learning Jun 20, 2021 Federated Learning
— Unverified Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective Jun 19, 2021 Federated Learning Inference Attack
Code Code Available STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning Jun 19, 2021 Federated Learning
— Unverified A Vertical Federated Learning Framework for Horizontally Partitioned Labels Jun 18, 2021 Federated Learning Vertical Federated Learning
— Unverified Zero-Shot Federated Learning with New Classes for Audio Classification Jun 18, 2021 Audio Classification Classification
— Unverified Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning Jun 18, 2021 Adversarial Robustness Federated Learning
Code Code Available Private Federated Learning Without a Trusted Server: Optimal Algorithms for Convex Losses Jun 17, 2021 Federated Learning Stochastic Optimization
Code Code Available Federated Learning Framework with Straggling Mitigation and Privacy-Awareness for AI-based Mobile Application Services Jun 17, 2021 Federated Learning
— Unverified Federated CycleGAN for Privacy-Preserving Image-to-Image Translation Jun 17, 2021 Federated Learning Image-to-Image Translation
— Unverified Optimality and Stability in Federated Learning: A Game-theoretic Approach Jun 17, 2021 Federated Learning
Code Code Available Quantized Federated Learning under Transmission Delay and Outage Constraints Jun 17, 2021 Federated Learning Quantization
— Unverified Towards Heterogeneous Clients with Elastic Federated Learning Jun 17, 2021 Federated Learning
— Unverified QuantumFed: A Federated Learning Framework for Collaborative Quantum Training Jun 16, 2021 Federated Learning
— Unverified Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching Jun 16, 2021 Federated Learning image-classification
Code Code Available Optimal Accounting of Differential Privacy via Characteristic Function Jun 16, 2021 Federated Learning
Code Code Available Federated Learning for Intrusion Detection System: Concepts, Challenges and Future Directions Jun 16, 2021 Anomaly Detection Autonomous Vehicles
— Unverified On Large-Cohort Training for Federated Learning Jun 15, 2021 Fairness Federated Learning
— Unverified Over-the-Air Decentralized Federated Learning Jun 15, 2021 Federated Learning
— Unverified Privacy Assessment of Federated Learning using Private Personalized Layers Jun 15, 2021 Attribute Federated Learning
— Unverified CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection Jun 15, 2021 Anomaly Detection Federated Learning
Code Code Available Decentralized Local Stochastic Extra-Gradient for Variational Inequalities Jun 15, 2021 Federated Learning
— Unverified CFedAvg: Achieving Efficient Communication and Fast Convergence in Non-IID Federated Learning Jun 14, 2021 Federated Learning
— Unverified A Wasserstein Minimax Framework for Mixed Linear Regression Jun 14, 2021 Federated Learning regression
Code Code Available Decentralized Personalized Federated Learning for Min-Max Problems Jun 14, 2021 Distributed Optimization Federated Learning
— Unverified Dynamic Gradient Aggregation for Federated Domain Adaptation Jun 14, 2021 Domain Adaptation Federated Learning
— Unverified FGLP: A Federated Fine-Grained Location Prediction System for Mobile Users Jun 13, 2021 Federated Learning Prediction
— Unverified Understanding the Interplay between Privacy and Robustness in Federated Learning Jun 13, 2021 Adversarial Robustness Federated Learning
— Unverified Heterogeneous Federated Learning using Dynamic Model Pruning and Adaptive Gradient Jun 13, 2021 Federated Learning Model Compression
— Unverified On the Convergence of Differentially Private Federated Learning on Non-Lipschitz Objectives, and with Normalized Client Updates Jun 13, 2021 Benchmarking Federated Learning
— Unverified Joint Client Scheduling and Resource Allocation under Channel Uncertainty in Federated Learning Jun 12, 2021 Federated Learning Scheduling
— Unverified Federated Learning on Non-IID Data: A Survey Jun 12, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning with Buffered Asynchronous Aggregation Jun 11, 2021 Federated Learning Privacy Preserving
— Unverified Federated Learning with Spiking Neural Networks Jun 11, 2021 Federated Learning Privacy Preserving
Code Code Available Differentially Private Federated Learning via Inexact ADMM Jun 11, 2021 Federated Learning image-classification
— Unverified A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning Jun 11, 2021 Federated Learning Vertical Federated Learning
Code Code Available Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning Jun 10, 2021 Federated Learning
Code Code Available Multi-VFL: A Vertical Federated Learning System for Multiple Data and Label Owners Jun 10, 2021 Federated Learning Vertical Federated Learning
— Unverified Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix Jun 10, 2021 Federated Learning
Code Code Available Vertical Federated Learning without Revealing Intersection Membership Jun 10, 2021 All Federated Learning
— Unverified FedDICE: A ransomware spread detection in a distributed integrated clinical environment using federated learning and SDN based mitigation Jun 9, 2021 Federated Learning Privacy Preserving
— Unverified Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Jun 9, 2021 Federated Learning Graph Neural Network
Code Code Available No Fear of Heterogeneity: Classifier Calibration for Federated Learning with Non-IID Data Jun 9, 2021 Classifier calibration Federated Learning
Code Code Available Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning Jun 9, 2021 Continual Learning Federated Learning
Code Code Available Fast Federated Learning in the Presence of Arbitrary Device Unavailability Jun 8, 2021 Federated Learning
Code Code Available FL-Market: Trading Private Models in Federated Learning Jun 8, 2021 Federated Learning Privacy Preserving
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