Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR Jul 17, 2022 Activity Recognition Federated Learning
— Unverified Fast Composite Optimization and Statistical Recovery in Federated Learning Jul 17, 2022 Federated Learning
— Unverified Collaborative Learning in Kernel-based Bandits for Distributed Users Jul 16, 2022 Federated Learning
— Unverified Sotto Voce: Federated Speech Recognition with Differential Privacy Guarantees Jul 16, 2022 Federated Learning speech-recognition
— Unverified Suppressing Poisoning Attacks on Federated Learning for Medical Imaging Jul 15, 2022 Federated Learning Outlier Detection
Code Code Available Introducing Federated Learning into Internet of Things ecosystems -- preliminary considerations Jul 15, 2022 Federated Learning
— Unverified Accelerated Federated Learning with Decoupled Adaptive Optimization Jul 14, 2022 Federated Learning
— Unverified Federated Multi-Task Learning for THz Wideband Channel and DoA Estimation Jul 13, 2022 Federated Learning Multi-Task Learning
— Unverified Enhanced Security and Privacy via Fragmented Federated Learning Jul 13, 2022 Federated Learning
Code Code Available TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels Jul 13, 2022 Federated Learning
Code Code Available FedPseudo: Pseudo value-based Deep Learning Models for Federated Survival Analysis Jul 12, 2022 Federated Learning Survival Analysis
— Unverified FedHAP: Federated Hashing with Global Prototypes for Cross-silo Retrieval Jul 12, 2022 Deep Hashing Federated Learning
— Unverified Efficient and Privacy Preserving Group Signature for Federated Learning Jul 12, 2022 Federated Learning Privacy Preserving
— Unverified Horizontal Federated Learning and Secure Distributed Training for Recommendation System with Intel SGX Jul 11, 2022 Deep Learning Federated Learning
— Unverified Mechanisms that Incentivize Data Sharing in Federated Learning Jul 10, 2022 Federated Learning
— Unverified FedSS: Federated Learning with Smart Selection of clients Jul 10, 2022 Federated Learning Scheduling
— Unverified Smart Multi-tenant Federated Learning Jul 9, 2022 Federated Learning
— Unverified Multi-Model Federated Learning with Provable Guarantees Jul 9, 2022 Federated Learning model
— Unverified Variance Reduced ProxSkip: Algorithm, Theory and Application to Federated Learning Jul 9, 2022 Distributed Optimization Federated Learning
Code Code Available The Poisson binomial mechanism for secure and private federated learning Jul 9, 2022 Federated Learning
— Unverified A Survey on Participant Selection for Federated Learning in Mobile Networks Jul 8, 2022 Federated Learning Privacy Preserving
— Unverified StatMix: Data augmentation method that relies on image statistics in federated learning Jul 8, 2022 Data Augmentation Federated Learning
— Unverified Communication Acceleration of Local Gradient Methods via an Accelerated Primal-Dual Algorithm with Inexact Prox Jul 8, 2022 Federated Learning
— Unverified Decentralized digital twins of complex dynamical systems Jul 7, 2022 BIG-bench Machine Learning Federated Learning
— Unverified FedHeN: Federated Learning in Heterogeneous Networks Jul 7, 2022 Federated Learning
— Unverified Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data Jul 7, 2022 Clustering Federated Learning
— Unverified Federated and Transfer Learning: A Survey on Adversaries and Defense Mechanisms Jul 5, 2022 Federated Learning Transfer Learning
— Unverified A Generative Framework for Personalized Learning and Estimation: Theory, Algorithms, and Privacy Jul 5, 2022 Federated Learning Knowledge Distillation
— Unverified Defending against the Label-flipping Attack in Federated Learning Jul 5, 2022 Federated Learning
— Unverified AVDDPG: Federated reinforcement learning applied to autonomous platoon control Jul 5, 2022 Federated Learning reinforcement-learning
— Unverified Protea: Client Profiling within Federated Systems using Flower Jul 3, 2022 Federated Learning GPU
— Unverified Backdoor Attack is a Devil in Federated GAN-based Medical Image Synthesis Jul 2, 2022 Backdoor Attack Data Poisoning
Code Code Available GOF-TTE: Generative Online Federated Learning Framework for Travel Time Estimation Jul 2, 2022 Federated Learning Travel Time Estimation
— Unverified FL-Defender: Combating Targeted Attacks in Federated Learning Jul 2, 2022 Federated Learning
Code Code Available Unsupervised Recurrent Federated Learning for Edge Popularity Prediction in Privacy-Preserving Mobile Edge Computing Networks Jul 2, 2022 Edge-computing Federated Learning
— Unverified Effect of Homomorphic Encryption on the Performance of Training Federated Learning Generative Adversarial Networks Jul 1, 2022 Federated Learning Generative Adversarial Network
— Unverified BFV-Based Homomorphic Encryption for Privacy-Preserving CNN Models Jul 1, 2022 Federated Learning Privacy Preserving
— Unverified Visual Transformer Meets CutMix for Improved Accuracy, Communication Efficiency, and Data Privacy in Split Learning Jul 1, 2022 Data Augmentation Federated Learning
— Unverified Better Methods and Theory for Federated Learning: Compression, Client Selection and Heterogeneity Jul 1, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Towards Federated Long-Tailed Learning Jun 30, 2022 Federated Learning
— Unverified Privacy-preserving household load forecasting based on non-intrusive load monitoring: A federated deep learning approach Jun 30, 2022 Deep Learning Federated Learning
— Unverified Privacy-preserving Graph Analytics: Secure Generation and Federated Learning Jun 30, 2022 Federated Learning Graph Generation
— Unverified Learning Underrepresented Classes from Decentralized Partially Labeled Medical Images Jun 30, 2022 Federated Learning Object Recognition
— Unverified Cross-domain Federated Object Detection Jun 30, 2022 Autonomous Driving Federated Learning
— Unverified DP^2-NILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring Jun 30, 2022 Federated Learning Non-Intrusive Load Monitoring
— Unverified AFAFed -- Protocol analysis Jun 29, 2022 Fairness Federated Learning
— Unverified Split Two-Tower Model for Efficient and Privacy-Preserving Cross-device Federated Recommendation Jun 28, 2022 Federated Learning Privacy Preserving
— Unverified Secure Forward Aggregation for Vertical Federated Neural Networks Jun 28, 2022 Federated Learning Privacy Preserving
— Unverified Differentially Private Federated Combinatorial Bandits with Constraints Jun 27, 2022 Federated Learning Privacy Preserving
— Unverified Cross-Silo Federated Learning: Challenges and Opportunities Jun 26, 2022 Federated Learning
— Unverified 