Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Jun 27, 2022 Federated Learning
Code Code Available An Empirical Study of Personalized Federated Learning Jun 27, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available Differentially Private Federated Combinatorial Bandits with Constraints Jun 27, 2022 Federated Learning Privacy Preserving
— Unverified APPFLChain: A Privacy Protection Distributed Artificial-Intelligence Architecture Based on Federated Learning and Consortium Blockchain Jun 26, 2022 Decision Making Federated Learning
— Unverified Cross-Silo Federated Learning: Challenges and Opportunities Jun 26, 2022 Federated Learning
— Unverified FAIR-BFL: Flexible and Incentive Redesign for Blockchain-based Federated Learning Jun 26, 2022 Federated Learning Malicious Detection
— Unverified FLVoogd: Robust And Privacy Preserving Federated Learning Jun 24, 2022 Federated Learning image-classification
— Unverified zPROBE: Zero Peek Robustness Checks for Federated Learning Jun 24, 2022 Federated Learning Privacy Preserving
— Unverified "You Can't Fix What You Can't Measure": Privately Measuring Demographic Performance Disparities in Federated Learning Jun 24, 2022 Federated Learning
Code Code Available Using Autoencoders on Differentially Private Federated Learning GANs Jun 24, 2022 Avg Denoising
Code Code Available FEATHERS: Federated Architecture and Hyperparameter Search Jun 24, 2022 AutoML BIG-bench Machine Learning
— Unverified MULTI-FLGANs: Multi-Distributed Adversarial Networks for Non-IID distribution Jun 24, 2022 Federated Learning
— Unverified Data Leakage in Federated Averaging Jun 24, 2022 Federated Learning
Code Code Available Content Popularity Prediction Based on Quantized Federated Bayesian Learning in Fog Radio Access Networks Jun 23, 2022 Federated Learning
— Unverified EFFGAN: Ensembles of fine-tuned federated GANs Jun 23, 2022 Federated Learning
— Unverified Efficient Adaptive Federated Optimization of Federated Learning for IoT Jun 23, 2022 Federated Learning Privacy Preserving
— Unverified On the Importance and Applicability of Pre-Training for Federated Learning Jun 23, 2022 Federated Learning
Code Code Available Deep Reinforcement Learning-Assisted Federated Learning for Robust Short-term Utility Demand Forecasting in Electricity Wholesale Markets Jun 23, 2022 Deep Reinforcement Learning Demand Forecasting
— Unverified Quantization Robust Federated Learning for Efficient Inference on Heterogeneous Devices Jun 22, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Federated Latent Class Regression for Hierarchical Data Jun 22, 2022 Federated Learning regression
— Unverified Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks Jun 22, 2022 Bilevel Optimization Federated Learning
— Unverified FedorAS: Federated Architecture Search under system heterogeneity Jun 22, 2022 Federated Learning Neural Architecture Search
— Unverified FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus Jun 22, 2022 Federated Learning
— Unverified How to Combine Variational Bayesian Networks in Federated Learning Jun 22, 2022 Federated Learning image-classification
Code Code Available An Efficient Industrial Federated Learning Framework for AIoT: A Face Recognition Application Jun 21, 2022 Face Recognition Federated Learning
— Unverified Personalized Subgraph Federated Learning Jun 21, 2022 Federated Learning
Code Code Available An Energy and Carbon Footprint Analysis of Distributed and Federated Learning Jun 21, 2022 Federated Learning
— Unverified sqSGD: Locally Private and Communication Efficient Federated Learning Jun 21, 2022 Federated Learning Privacy Preserving
— Unverified A General Theory for Federated Optimization with Asynchronous and Heterogeneous Clients Updates Jun 21, 2022 Federated Learning
— Unverified WrapperFL: A Model Agnostic Plug-in for Industrial Federated Learning Jun 21, 2022 BIG-bench Machine Learning Ensemble Learning
— Unverified FedHiSyn: A Hierarchical Synchronous Federated Learning Framework for Resource and Data Heterogeneity Jun 21, 2022 Federated Learning
— Unverified Robust One Round Federated Learning with Predictive Space Bayesian Inference Jun 20, 2022 Bayesian Inference Federated Learning
Code Code Available SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression Jun 20, 2022 Federated Learning Privacy Preserving
Code Code Available Shuffle Gaussian Mechanism for Differential Privacy Jun 20, 2022 Federated Learning
Code Code Available Communication-Efficient Federated Learning With Data and Client Heterogeneity Jun 20, 2022 Federated Learning
— Unverified Mitigating Data Heterogeneity in Federated Learning with Data Augmentation Jun 20, 2022 Data Augmentation Domain Generalization
Code Code Available FedSSO: A Federated Server-Side Second-Order Optimization Algorithm Jun 20, 2022 Federated Learning
— Unverified FedER: Federated Learning through Experience Replay and Privacy-Preserving Data Synthesis Jun 20, 2022 Federated Learning Privacy Preserving
Code Code Available Decoupled Federated Learning for ASR with Non-IID Data Jun 18, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Secure Embedding Aggregation for Federated Representation Learning Jun 18, 2022 Federated Learning Privacy Preserving
— Unverified Pisces: Efficient Federated Learning via Guided Asynchronous Training Jun 18, 2022 Federated Learning Navigate
Code Code Available Motley: Benchmarking Heterogeneity and Personalization in Federated Learning Jun 18, 2022 Benchmarking Fairness
Code Code Available FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning Jun 17, 2022 Federated Learning Privacy Preserving
Code Code Available MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare Jun 17, 2022 Federated Learning Knowledge Distillation
Code Code Available FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot Learning
Code Code Available Federated learning with incremental clustering for heterogeneous data Jun 17, 2022 Clustering Federated Learning
— Unverified On Privacy and Personalization in Cross-Silo Federated Learning Jun 16, 2022 Federated Learning Multi-Task Learning
Code Code Available Personalized Federated Learning via Variational Bayesian Inference Jun 16, 2022 Bayesian Inference Diversity
Code Code Available Using adversarial images to improve outcomes of federated learning for non-IID data Jun 16, 2022 Federated Learning image-classification
— Unverified BlindFL: Vertical Federated Machine Learning without Peeking into Your Data Jun 16, 2022 BIG-bench Machine Learning Federated Learning
— Unverified 