Bayesian Personalized Federated Learning with Shared and Personalized Uncertainty Representations Sep 27, 2023 Federated Learning Personalized Federated Learning
— Unverified 0Federated Deep Equilibrium Learning: Harnessing Compact Global Representations to Enhance Personalization Sep 27, 2023 Federated Learning Information Retrieval
— Unverified 0Markov Chain Mirror Descent On Data Federation Sep 26, 2023 Federated Learning Stochastic Optimization
— Unverified 0FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware Scheduler Sep 26, 2023 Federated Learning
Code Code Available 1PLMM: Personal Large Language Models on Mobile Devices Sep 26, 2023 Federated Learning
— Unverified 0Federated Learning Under Restricted User Availability Sep 25, 2023 Federated Learning
— Unverified 0REPA: Client Clustering without Training and Data Labels for Improved Federated Learning in Non-IID Settings Sep 25, 2023 Clustering Federated Learning
— Unverified 0Tackling Intertwined Data and Device Heterogeneities in Federated Learning with Unlimited Staleness Sep 24, 2023 Computational Efficiency Federated Learning
Code Code Available 0REWAFL: Residual Energy and Wireless Aware Participant Selection for Efficient Federated Learning over Mobile Devices Sep 24, 2023 Federated Learning
— Unverified 0DFRD: Data-Free Robustness Distillation for Heterogeneous Federated Learning Sep 24, 2023 Data-free Knowledge Distillation Diversity
— Unverified 0FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous Driving Sep 23, 2023 Autonomous Driving Domain Generalization
Code Code Available 1Importance of Smoothness Induced by Optimizers in FL4ASR: Towards Understanding Federated Learning for End-to-End ASR Sep 22, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified 0Federated Short-Term Load Forecasting with Personalization Layers for Heterogeneous Clients Sep 22, 2023 Federated Learning Load Forecasting
— Unverified 0Expressive variational quantum circuits provide inherent privacy in federated learning Sep 22, 2023 Federated Learning Quantum Machine Learning
— Unverified 0Improving Machine Learning Robustness via Adversarial Training Sep 22, 2023 Federated Learning
— Unverified 0Lockdown: Backdoor Defense for Federated Learning with Isolated Subspace Training Sep 21, 2023 backdoor defense Distributed Computing
Code Code Available 1Lockdown: Backdoor Defense for Federated Learning with Isolated Subspace Training Sep 21, 2023 backdoor defense Distributed Computing
Code Code Available 1Enabling Quartile-based Estimated-Mean Gradient Aggregation As Baseline for Federated Image Classifications Sep 21, 2023 Federated Learning
— Unverified 0Efficient Core-selecting Incentive Mechanism for Data Sharing in Federated Learning Sep 21, 2023 Federated Learning
— Unverified 0Likelihood-based Sensor Calibration using Affine Transformation Sep 20, 2023 Federated Learning
— Unverified 0Federated Learning with Neural Graphical Models Sep 20, 2023 Federated Learning
— Unverified 0Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration Sep 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available 1Preconditioned Federated Learning Sep 20, 2023 Federated Learning Privacy Preserving
— Unverified 0Federated Learning in Intelligent Transportation Systems: Recent Applications and Open Problems Sep 20, 2023 Federated Learning Object Recognition
— Unverified 0Clustered FedStack: Intermediate Global Models with Bayesian Information Criterion Sep 20, 2023 Clustering Federated Learning
— Unverified 0Privacy Preservation in Artificial Intelligence and Extended Reality (AI-XR) Metaverses: A Survey Sep 19, 2023 Federated Learning Mixed Reality
— Unverified 0Toward efficient resource utilization at edge nodes in federated learning Sep 19, 2023 CPU Federated Learning
— Unverified 0FedWOA: A Federated Learning Model that uses the Whale Optimization Algorithm for Renewable Energy Prediction Sep 19, 2023 Federated Learning Prediction
— Unverified 0Towards Energy-Aware Federated Traffic Prediction for Cellular Networks Sep 19, 2023 Federated Learning Prediction
Code Code Available 1Communication-Efficient Federated Learning via Regularized Sparse Random Networks Sep 19, 2023 Federated Learning
— Unverified 0FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning Sep 19, 2023 Computational Efficiency Federated Learning
— Unverified 0FedLALR: Client-Specific Adaptive Learning Rates Achieve Linear Speedup for Non-IID Data Sep 18, 2023 Federated Learning Scheduling
— Unverified 0A Multi-Token Coordinate Descent Method for Semi-Decentralized Vertical Federated Learning Sep 18, 2023 Federated Learning Vertical Federated Learning
— Unverified 0Federated Learning in Temporal Heterogeneity Sep 17, 2023 Federated Learning
— Unverified 0User Assignment and Resource Allocation for Hierarchical Federated Learning over Wireless Networks Sep 17, 2023 Combinatorial Optimization CPU
— Unverified 0UNIDEAL: Curriculum Knowledge Distillation Federated Learning Sep 16, 2023 Federated Learning Knowledge Distillation
— Unverified 0XFedHunter: An Explainable Federated Learning Framework for Advanced Persistent Threat Detection in SDN Sep 15, 2023 Federated Learning Graph Neural Network
— Unverified 0FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning Sep 15, 2023 Data Augmentation Disentanglement
Code Code Available 1FedJudge: Federated Legal Large Language Model Sep 15, 2023 Continual Learning Federated Learning
Code Code Available 1FedFNN: Faster Training Convergence Through Update Predictions in Federated Recommender Systems Sep 14, 2023 Federated Learning Recommendation Systems
— Unverified 0Communication Efficient Private Federated Learning Using Dithering Sep 14, 2023 Federated Learning Quantization
Code Code Available 0Client-side Gradient Inversion Against Federated Learning from Poisoning Sep 14, 2023 Federated Learning
— Unverified 0Mitigating Adversarial Attacks in Federated Learning with Trusted Execution Environments Sep 13, 2023 Autonomous Vehicles Federated Learning
Code Code Available 0Learning From Drift: Federated Learning on Non-IID Data via Drift Regularization Sep 13, 2023 Federated Learning
— Unverified 0Federated PAC-Bayesian Learning on Non-IID data Sep 13, 2023 Federated Learning
— Unverified 0FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Sep 13, 2023 Federated Learning
Code Code Available 1Tackling the Non-IID Issue in Heterogeneous Federated Learning by Gradient Harmonization Sep 13, 2023 Federated Learning Privacy Preserving
— Unverified 0Mitigating Group Bias in Federated Learning for Heterogeneous Devices Sep 13, 2023 Decision Making Emotion Recognition
— Unverified 0Fingerprint Attack: Client De-Anonymization in Federated Learning Sep 12, 2023 Clustering Federated Learning
Code Code Available 0Federated Learning for Large-Scale Scene Modeling with Neural Radiance Fields Sep 12, 2023 Federated Learning Lifelong learning
— Unverified 0