Multi-Level Branched Regularization for Federated Learning Jul 14, 2022 Federated Learning Knowledge Distillation
Code Code Available Accelerated Federated Learning with Decoupled Adaptive Optimization Jul 14, 2022 Federated Learning
— Unverified One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis Jul 13, 2022 All Federated Learning
Code Code Available Enhanced Security and Privacy via Fragmented Federated Learning Jul 13, 2022 Federated Learning
Code Code Available Federated Multi-Task Learning for THz Wideband Channel and DoA Estimation Jul 13, 2022 Federated Learning Multi-Task Learning
— Unverified TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels Jul 13, 2022 Federated Learning
Code Code Available Efficient and Privacy Preserving Group Signature for Federated Learning Jul 12, 2022 Federated Learning Privacy Preserving
— Unverified FedPseudo: Pseudo value-based Deep Learning Models for Federated Survival Analysis Jul 12, 2022 Federated Learning Survival Analysis
— Unverified Federated Unlearning: How to Efficiently Erase a Client in FL? Jul 12, 2022 Federated Learning
Code Code Available FedHAP: Federated Hashing with Global Prototypes for Cross-silo Retrieval Jul 12, 2022 Deep Hashing Federated Learning
— Unverified Horizontal Federated Learning and Secure Distributed Training for Recommendation System with Intel SGX Jul 11, 2022 Deep Learning Federated Learning
— Unverified Personalizing Federated Medical Image Segmentation via Local Calibration Jul 11, 2022 channel selection Federated Learning
Code Code Available 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 The Poisson binomial mechanism for secure and private federated learning Jul 9, 2022 Federated Learning
— 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 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 A Survey on Participant Selection for Federated Learning in Mobile Networks Jul 8, 2022 Federated Learning Privacy Preserving
— Unverified Decentralized digital twins of complex dynamical systems Jul 7, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Towards the Practical Utility of Federated Learning in the Medical Domain Jul 7, 2022 Federated Learning
Code Code Available Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data Jul 7, 2022 Clustering Federated Learning
— Unverified FedHeN: Federated Learning in Heterogeneous Networks Jul 7, 2022 Federated Learning
— Unverified AVDDPG: Federated reinforcement learning applied to autonomous platoon control Jul 5, 2022 Federated Learning reinforcement-learning
— Unverified Federated and Transfer Learning: A Survey on Adversaries and Defense Mechanisms Jul 5, 2022 Federated Learning Transfer Learning
— Unverified Defending against the Label-flipping Attack in Federated Learning Jul 5, 2022 Federated Learning
— Unverified A Generative Framework for Personalized Learning and Estimation: Theory, Algorithms, and Privacy Jul 5, 2022 Federated Learning Knowledge Distillation
— Unverified Federated Self-supervised Learning for Video Understanding Jul 5, 2022 Action Recognition Federated Learning
Code Code Available Protea: Client Profiling within Federated Systems using Flower Jul 3, 2022 Federated Learning GPU
— 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 GOF-TTE: Generative Online Federated Learning Framework for Travel Time Estimation Jul 2, 2022 Federated Learning Travel Time Estimation
— Unverified Backdoor Attack is a Devil in Federated GAN-based Medical Image Synthesis Jul 2, 2022 Backdoor Attack Data Poisoning
Code Code Available BFV-Based Homomorphic Encryption for Privacy-Preserving CNN Models Jul 1, 2022 Federated Learning Privacy Preserving
— Unverified Better Methods and Theory for Federated Learning: Compression, Client Selection and Heterogeneity Jul 1, 2022 BIG-bench Machine Learning 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 Visual Transformer Meets CutMix for Improved Accuracy, Communication Efficiency, and Data Privacy in Split Learning Jul 1, 2022 Data Augmentation Federated Learning
— Unverified Privacy-preserving Graph Analytics: Secure Generation and Federated Learning Jun 30, 2022 Federated Learning Graph Generation
— 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 Privacy-preserving household load forecasting based on non-intrusive load monitoring: A federated deep learning approach Jun 30, 2022 Deep Learning Federated Learning
— 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 Towards Federated Long-Tailed Learning Jun 30, 2022 Federated Learning
— Unverified Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning Jun 30, 2022 Federated Learning
Code Code Available AFAFed -- Protocol analysis Jun 29, 2022 Fairness Federated Learning
— Unverified Secure Forward Aggregation for Vertical Federated Neural Networks Jun 28, 2022 Federated Learning Privacy Preserving
— Unverified FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Jun 28, 2022 Contrastive Learning Federated Learning
Code Code Available Split Two-Tower Model for Efficient and Privacy-Preserving Cross-device Federated Recommendation Jun 28, 2022 Federated Learning Privacy Preserving
— Unverified 