A Meta-learning Framework for Tuning Parameters of Protection Mechanisms in Trustworthy Federated Learning May 28, 2023 Federated Learning Meta-Learning
— Unverified Federated Empirical Risk Minimization via Second-Order Method May 27, 2023 Federated Learning quantile regression
— Unverified Federated Conformal Predictors for Distributed Uncertainty Quantification May 27, 2023 Conformal Prediction Federated Learning
Code Code Available Aggregating Capacity in FL through Successive Layer Training for Computationally-Constrained Devices May 26, 2023 Federated Learning
— Unverified Channel and Gradient-Importance Aware Device Scheduling for Over-the-Air Federated Learning May 26, 2023 Federated Learning Privacy Preserving
— Unverified Secure Vertical Federated Learning Under Unreliable Connectivity May 26, 2023 Federated Learning Privacy Preserving
— Unverified Federated Learning for Semantic Parsing: Task Formulation, Evaluation Setup, New Algorithms May 26, 2023 Federated Learning Semantic Parsing
Code Code Available A Framework for Incentivized Collaborative Learning May 26, 2023 Federated Learning
— Unverified Parameter-Efficient Fine-Tuning without Introducing New Latency May 26, 2023 Federated Learning parameter-efficient fine-tuning
Code Code Available Distributed Trust Through the Lens of Software Architecture May 25, 2023 Attribute Federated Learning
— Unverified Federated Neural Compression Under Heterogeneous Data May 25, 2023 Federated Learning Personalized Federated Learning
— Unverified FAVANO: Federated AVeraging with Asynchronous NOdes May 25, 2023 Federated Learning
— Unverified Incentivizing Honesty among Competitors in Collaborative Learning and Optimization May 25, 2023 Federated Learning
— Unverified Federated Composite Saddle Point Optimization May 25, 2023 Federated Learning
— Unverified pFedSim: Similarity-Aware Model Aggregation Towards Personalized Federated Learning May 25, 2023 Federated Learning Personalized Federated Learning
— Unverified Federated Learning Model Aggregation in Heterogenous Aerial and Space Networks May 24, 2023 Diversity Federated Learning
— Unverified Towards More Suitable Personalization in Federated Learning via Decentralized Partial Model Training May 24, 2023 Federated Learning Personalized Federated Learning
— Unverified Theoretically Principled Federated Learning for Balancing Privacy and Utility May 24, 2023 Federated Learning
— Unverified Stochastic Unrolled Federated Learning May 24, 2023 Federated Learning Graph Neural Network
Code Code Available Local SGD Accelerates Convergence by Exploiting Second Order Information of the Loss Function May 24, 2023 Federated Learning
— Unverified FedZero: Leveraging Renewable Excess Energy in Federated Learning May 24, 2023 Federated Learning Scheduling
Code Code Available CorrFL: Correlation-based Neural Network Architecture for Unavailability Concerns in a Heterogeneous IoT Environment May 23, 2023 Federated Learning Representation Learning
Code Code Available Federated Prompt Learning for Weather Foundation Models on Devices May 23, 2023 Cloud Computing Federated Learning
Code Code Available Fair Differentially Private Federated Learning Framework May 23, 2023 Fairness Federated Learning
— Unverified Federated Variational Inference: Towards Improved Personalization and Generalization May 23, 2023 Bayesian Inference Federated Learning
— Unverified Asynchronous Multi-Model Dynamic Federated Learning over Wireless Networks: Theory, Modeling, and Optimization May 22, 2023 Federated Learning Scheduling
— Unverified Explicit Personalization and Local Training: Double Communication Acceleration in Federated Learning May 22, 2023 Federated Learning
Code Code Available When Federated Recommendation Meets Cold-Start Problem: Separating Item Attributes and User Interactions May 22, 2023 Attribute Federated Learning
Code Code Available Federated Learning of Medical Concepts Embedding using BEHRT May 22, 2023 Federated Learning Language Modeling
Code Code Available One-Shot Federated Learning for LEO Constellations that Reduces Convergence Time from Days to 90 Minutes May 21, 2023 Federated Learning Knowledge Distillation
— Unverified Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available Confidence-aware Personalized Federated Learning via Variational Expectation Maximization May 21, 2023 Federated Learning Personalized Federated Learning
Code Code Available Can Public Large Language Models Help Private Cross-device Federated Learning? May 20, 2023 Federated Learning
— Unverified Privacy in Multimodal Federated Human Activity Recognition May 20, 2023 Activity Recognition Federated Learning
— Unverified Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape May 19, 2023 Federated Learning
Code Code Available Goal-Oriented Communications in Federated Learning via Feedback on Risk-Averse Participation May 19, 2023 Federated Learning
— Unverified Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning Methods May 19, 2023 Fairness Federated Learning
Code Code Available V2X-Boosted Federated Learning for Cooperative Intelligent Transportation Systems with Contextual Client Selection May 19, 2023 Autonomous Driving Clustering
— Unverified PS-FedGAN: An Efficient Federated Learning Framework Based on Partially Shared Generative Adversarial Networks For Data Privacy May 19, 2023 Federated Learning
— Unverified Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models May 19, 2023 Federated Learning Lifelong learning
— Unverified Trustworthy Federated Learning: A Survey May 19, 2023 Fairness Federated Learning
— Unverified Federated learning for secure development of AI models for Parkinson's disease detection using speech from different languages May 18, 2023 Diagnostic Federated Learning
— Unverified Efficient Vertical Federated Learning with Secure Aggregation May 18, 2023 Federated Learning Fraud Detection
— Unverified Convergence Analysis of Over-the-Air FL with Compression and Power Control via Clipping May 18, 2023 Federated Learning
— Unverified Is Aggregation the Only Choice? Federated Learning via Layer-wise Model Recombination May 18, 2023 Federated Learning
— Unverified Mitigating Group Bias in Federated Learning: Beyond Local Fairness May 17, 2023 Fairness Federated Learning
Code Code Available DualFL: A Duality-based Federated Learning Algorithm with Communication Acceleration in the General Convex Regime May 17, 2023 Computational Efficiency Distributed Optimization
— Unverified Keep It Simple: Fault Tolerance Evaluation of Federated Learning with Unreliable Clients May 16, 2023 Federated Learning
— Unverified Faster Federated Learning with Decaying Number of Local SGD Steps May 16, 2023 Federated Learning
— Unverified Smart Policy Control for Securing Federated Learning Management System May 16, 2023 Federated Learning Management
— Unverified 