APPFLChain: A Privacy Protection Distributed Artificial-Intelligence Architecture Based on Federated Learning and Consortium Blockchain Jun 26, 2022 Decision Making Federated Learning
— Unverified FAIR-BFL: Flexible and Incentive Redesign for Blockchain-based Federated Learning Jun 26, 2022 Federated Learning Malicious Detection
— Unverified Data Leakage in Federated Averaging Jun 24, 2022 Federated Learning
Code Code Available Using Autoencoders on Differentially Private Federated Learning GANs Jun 24, 2022 Avg Denoising
Code Code Available zPROBE: Zero Peek Robustness Checks for Federated Learning Jun 24, 2022 Federated Learning Privacy Preserving
— Unverified FLVoogd: Robust And Privacy Preserving Federated Learning Jun 24, 2022 Federated Learning image-classification
— Unverified MULTI-FLGANs: Multi-Distributed Adversarial Networks for Non-IID distribution Jun 24, 2022 Federated Learning
— Unverified FEATHERS: Federated Architecture and Hyperparameter Search Jun 24, 2022 AutoML BIG-bench Machine Learning
— 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 Efficient Adaptive Federated Optimization of Federated Learning for IoT Jun 23, 2022 Federated Learning Privacy Preserving
— Unverified 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 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 On the Importance and Applicability of Pre-Training for Federated Learning Jun 23, 2022 Federated Learning
Code Code Available Quantization Robust Federated Learning for Efficient Inference on Heterogeneous Devices Jun 22, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks Jun 22, 2022 Bilevel Optimization Federated Learning
— Unverified FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus Jun 22, 2022 Federated Learning
— Unverified Federated Latent Class Regression for Hierarchical Data Jun 22, 2022 Federated Learning regression
— Unverified FedorAS: Federated Architecture Search under system heterogeneity Jun 22, 2022 Federated Learning Neural Architecture Search
— Unverified An Efficient Industrial Federated Learning Framework for AIoT: A Face Recognition Application Jun 21, 2022 Face Recognition Federated Learning
— Unverified sqSGD: Locally Private and Communication Efficient Federated Learning Jun 21, 2022 Federated Learning Privacy Preserving
— 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 An Energy and Carbon Footprint Analysis of Distributed and Federated Learning Jun 21, 2022 Federated Learning
— Unverified A General Theory for Federated Optimization with Asynchronous and Heterogeneous Clients Updates Jun 21, 2022 Federated Learning
— Unverified SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression Jun 20, 2022 Federated Learning Privacy Preserving
Code Code Available Robust One Round Federated Learning with Predictive Space Bayesian Inference Jun 20, 2022 Bayesian Inference Federated Learning
Code Code Available Communication-Efficient Federated Learning With Data and Client Heterogeneity 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 FedSSO: A Federated Server-Side Second-Order Optimization Algorithm Jun 20, 2022 Federated Learning
— Unverified Decoupled Federated Learning for ASR with Non-IID Data Jun 18, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Motley: Benchmarking Heterogeneity and Personalization in Federated Learning Jun 18, 2022 Benchmarking Fairness
Code Code Available Secure Embedding Aggregation for Federated Representation Learning Jun 18, 2022 Federated Learning Privacy Preserving
— Unverified Federated learning with incremental clustering for heterogeneous data Jun 17, 2022 Clustering Federated Learning
— Unverified 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 Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning Jun 16, 2022 Avg Federated Learning
— Unverified Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data Jun 16, 2022 Federated Learning Quantization
— Unverified Clustered Scheduling and Communication Pipelining For Efficient Resource Management Of Wireless Federated Learning Jun 15, 2022 Edge-computing Federated Learning
— Unverified Federated Learning with Uncertainty via Distilled Predictive Distributions Jun 15, 2022 Active Learning Decision Making
— Unverified Adaptive Expert Models for Personalization in Federated Learning Jun 15, 2022 Federated Learning Mixture-of-Experts
Code Code Available Global Convergence of Federated Learning for Mixed Regression Jun 15, 2022 Federated Learning regression
— Unverified Matching Pursuit Based Scheduling for Over-the-Air Federated Learning Jun 14, 2022 Federated Learning Scheduling
— Unverified Disentangled Federated Learning for Tackling Attributes Skew via Invariant Aggregation and Diversity Transferring Jun 14, 2022 Diversity Federated Learning
— Unverified Computation Offloading and Resource Allocation in F-RANs: A Federated Deep Reinforcement Learning Approach Jun 13, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Federated Bayesian Neural Regression: A Scalable Global Federated Gaussian Process Jun 13, 2022 Federated Learning Knowledge Distillation
— Unverified Anchor Sampling for Federated Learning with Partial Client Participation Jun 13, 2022 Federated Learning
Code Code Available Content Popularity Prediction in Fog-RANs: A Clustered Federated Learning Based Approach Jun 13, 2022 Federated Learning
— Unverified Federated Learning on Riemannian Manifolds Jun 12, 2022 Federated Learning
— Unverified Federated Learning with GAN-based Data Synthesis for Non-IID Clients Jun 11, 2022 Federated Learning Generative Adversarial Network
— Unverified 