Rethinking Client Reweighting for Selfish Federated Learning Sep 29, 2021 Federated Learning image-classification
— Unverified Robust and Personalized Federated Learning with Spurious Features: an Adversarial Approach Sep 29, 2021 Federated Learning Personalized Federated Learning
— Unverified Diverse Client Selection for Federated Learning via Submodular Maximization Sep 29, 2021 Fairness Federated Learning
— Unverified Diurnal or Nocturnal? Federated Learning of Multi-branch Networks from Periodically Shifting Distributions Sep 29, 2021 Federated Learning image-classification
— Unverified RVFR: Robust Vertical Federated Learning via Feature Subspace Recovery Sep 29, 2021 Federated Learning Vertical Federated Learning
— Unverified Distributed Skellam Mechanism: a Novel Approach to Federated Learning with Differential Privacy Sep 29, 2021 Federated Learning Math
— Unverified Scalable Robust Federated Learning with Provable Security Guarantees Sep 29, 2021 Federated Learning
— Unverified Secure Byzantine-Robust Federated Learning with Dimension-free Error Sep 29, 2021 Federated Learning
— Unverified Demystifying Hyperparameter Optimization in Federated Learning Sep 29, 2021 Federated Learning Hyperparameter Optimization
— Unverified Coordinated Attacks Against Federated Learning: A Multi-Agent Reinforcement Learning Approach Sep 29, 2021 Federated Learning Multi-agent Reinforcement Learning
— Unverified Certified Robustness for Free in Differentially Private Federated Learning Sep 29, 2021 Federated Learning
— Unverified Bit-aware Randomized Response for Local Differential Privacy in Federated Learning Sep 29, 2021 Federated Learning image-classification
— Unverified Automatic Tuning of Federated Learning Hyper-Parameters from System Perspective Sep 29, 2021 Federated Learning
— Unverified A Unified Knowledge Distillation Framework for Deep Directed Graphical Models Sep 29, 2021 Continual Learning Federated Learning
— Unverified Towards Generalizable Personalized Federated Learning with Adaptive Local Adaptation Sep 29, 2021 Federated Learning Meta-Learning
— Unverified An Agnostic Approach to Federated Learning with Class Imbalance Sep 29, 2021 Federated Learning
— Unverified -Weighted Federated Adversarial Training Sep 29, 2021 Adversarial Attack Federated Learning
— Unverified Agnostic Personalized Federated Learning with Kernel Factorization Sep 29, 2021 Federated Learning Personalized Federated Learning
— Unverified Unsupervised Federated Learning is Possible Sep 29, 2021 Federated Learning
— Unverified Adversarial Collaborative Learning on Non-IID Features Sep 29, 2021 Federated Learning
— Unverified Adapt to Adaptation: Learning to Personalize for Cross-Silo Federated Learning Sep 29, 2021 Federated Learning
— Unverified Accelerating Federated Split Learning via Local-Loss-Based Training Sep 29, 2021 Federated Learning
— Unverified ZeroSARAH: Efficient Nonconvex Finite-Sum Optimization with Zero Full Gradient Computations Sep 29, 2021 Federated Learning
— Unverified Federated Learning Algorithms for Generalized Mixed-effects Model (GLMM) on Horizontally Partitioned Data from Distributed Sources Sep 28, 2021 Federated Learning
— Unverified Private Language Model Adaptation for Speech Recognition Sep 28, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Federated Deep Learning with Bayesian Privacy Sep 27, 2021 Deep Learning Federated Learning
— Unverified AsySQN: Faster Vertical Federated Learning Algorithms with Better Computation Resource Utilization Sep 26, 2021 Federated Learning Privacy Preserving
— Unverified MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers Sep 26, 2021 Attribute Federated Learning
— Unverified Communication-Efficient Federated Linear and Deep Generalized Canonical Correlation Analysis Sep 25, 2021 Distributed Computing Distributed Optimization
Code Code Available SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning Sep 24, 2021 BIG-bench Machine Learning Fairness
— Unverified Improving Fairness for Data Valuation in Horizontal Federated Learning Sep 19, 2021 Data Valuation Fairness
— Unverified Splitfed learning without client-side synchronization: Analyzing client-side split network portion size to overall performance Sep 19, 2021 Federated Learning image-classification
— Unverified Toward Efficient Federated Learning in Multi-Channeled Mobile Edge Network with Layerd Gradient Compression Sep 18, 2021 Federated Learning
— Unverified Enforcing fairness in private federated learning via the modified method of differential multipliers Sep 17, 2021 BIG-bench Machine Learning Fairness
— Unverified Achieving Model Fairness in Vertical Federated Learning Sep 17, 2021 BIG-bench Machine Learning Fairness
Code Code Available Comfetch: Federated Learning of Large Networks on Constrained Clients via Sketching Sep 17, 2021 Federated Learning
— Unverified Federated Submodel Optimization for Hot and Cold Data Features Sep 16, 2021 Federated Learning
Code Code Available Personalized Federated Learning for Heterogeneous Clients with Clustered Knowledge Transfer Sep 16, 2021 Federated Learning Personalized Federated Learning
— Unverified Federated Learning of Molecular Properties with Graph Neural Networks in a Heterogeneous Setting Sep 15, 2021 Federated Learning
— Unverified Federated Contrastive Learning for Decentralized Unlabeled Medical Images Sep 15, 2021 Contrastive Learning Data Augmentation
— Unverified Bayesian AirComp with Sign-Alignment Precoding for Wireless Federated Learning Sep 14, 2021 Federated Learning
— Unverified AMI-FML: A Privacy-Preserving Federated Machine Learning Framework for AMI Sep 13, 2021 BIG-bench Machine Learning energy management
— Unverified Concept Drift Detection in Federated Networked Systems Sep 13, 2021 Dimensionality Reduction Drift Detection
— Unverified Training Fair Models in Federated Learning without Data Privacy Infringement Sep 13, 2021 Fairness Federated Learning
— Unverified Federated Ensemble Model-based Reinforcement Learning in Edge Computing Sep 12, 2021 Autonomous Driving continuous-control
— Unverified Critical Learning Periods in Federated Learning Sep 12, 2021 Federated Learning
— Unverified Cost-Effective Federated Learning in Mobile Edge Networks Sep 12, 2021 Federated Learning
— Unverified FedTriNet: A Pseudo Labeling Method with Three Players for Federated Semi-supervised Learning Sep 12, 2021 Federated Learning
— Unverified On the Initial Behavior Monitoring Issues in Federated Learning Sep 11, 2021 Federated Learning image-classification
— Unverified Utility Fairness for the Differentially Private Federated Learning Sep 11, 2021 Fairness Federated Learning
— Unverified 