Equitable Federated Learning with Activation Clustering Oct 24, 2024 Clustering Federated Learning
— Unverified Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift Oct 24, 2024 Clustering Federated Learning
Code Code Available FedSPD: A Soft-clustering Approach for Personalized Decentralized Federated Learning Oct 24, 2024 Clustering Federated Learning
— Unverified Adapting MLOps for Diverse In-Network Intelligence in 6G Era: Challenges and Solutions Oct 24, 2024 Federated Learning Management
— Unverified LEGO: Language Model Building Blocks Oct 23, 2024 Federated Learning Language Modeling
— Unverified Towards Active Participant-Centric Vertical Federated Learning: Some Representations May Be All You Need Oct 23, 2024 All Federated Learning
— Unverified Which Client is Reliable?: A Reliable and Personalized Prompt-based Federated Learning for Medical Image Question Answering Oct 23, 2024 Federated Learning Medical Visual Question Answering
— Unverified Securing Federated Learning against Backdoor Threats with Foundation Model Integration Oct 23, 2024 Backdoor Attack Federated Learning
— Unverified ProFL: Performative Robust Optimal Federated Learning Oct 23, 2024 Federated Learning
— Unverified Multi-Continental Healthcare Modelling Using Blockchain-Enabled Federated Learning Oct 23, 2024 Federated Learning Privacy Preserving
— Unverified Enhancing Federated Learning Convergence with Dynamic Data Queue and Data Entropy-driven Participant Selection Oct 23, 2024 Federated Learning
— Unverified Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data Oct 23, 2024 Entity Alignment Federated Learning
Code Code Available Deep Learning Aided Broadcast Codes with Feedback Oct 22, 2024 Deep Learning Federated Learning
— Unverified Meta Stackelberg Game: Robust Federated Learning against Adaptive and Mixed Poisoning Attacks Oct 22, 2024 Federated Learning Meta-Learning
— Unverified Data Obfuscation through Latent Space Projection (LSP) for Privacy-Preserving AI Governance: Case Studies in Medical Diagnosis and Finance Fraud Detection Oct 22, 2024 Attribute Fairness
— Unverified Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis Oct 22, 2024 Causal Inference Federated Learning
— Unverified Subword Embedding from Bytes Gains Privacy without Sacrificing Accuracy and Complexity Oct 21, 2024 Federated Learning Language Modeling
— Unverified Extracting Spatiotemporal Data from Gradients with Large Language Models Oct 21, 2024 Federated Learning Language Modelling
— Unverified DMM: Distributed Matrix Mechanism for Differentially-Private Federated Learning Based on Constant-Overhead Linear Secret Resharing Oct 21, 2024 Federated Learning
— Unverified Distributed Learning for UAV Swarms Oct 21, 2024 Federated Learning
— Unverified Federated Learning with MMD-based Early Stopping for Adaptive GNSS Interference Classification Oct 21, 2024 Federated Learning Few-Shot Learning
— Unverified Geographical Node Clustering and Grouping to Guarantee Data IIDness in Federated Learning Oct 21, 2024 Clustering Federated Learning
— Unverified A Bayesian Framework for Clustered Federated Learning Oct 20, 2024 Federated Learning
— Unverified Tighter Performance Theory of FedExProx Oct 20, 2024 Distributed Optimization Diversity
— Unverified DPVS-Shapley:Faster and Universal Contribution Evaluation Component in Federated Learning Oct 19, 2024 Contribution Assessment Federated Learning
— Unverified Personalized Federated Learning with Adaptive Feature Aggregation and Knowledge Transfer Oct 19, 2024 Federated Learning Personalized Federated Learning
— Unverified FedSpaLLM: Federated Pruning of Large Language Models Oct 18, 2024 Federated Learning Privacy Preserving
— Unverified Personalizing Low-Rank Bayesian Neural Networks Via Federated Learning Oct 18, 2024 Decision Making Federated Learning
— Unverified Comparative Evaluation of Clustered Federated Learning Methods Oct 18, 2024 Federated Learning image-classification
Code Code Available A Communication and Computation Efficient Fully First-order Method for Decentralized Bilevel Optimization Oct 18, 2024 Bilevel Optimization Federated Learning
— Unverified FedMSE: Federated learning for IoT network intrusion detection Oct 18, 2024 Federated Learning Intrusion Detection
Code Code Available Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Oct 17, 2024 Conformal Prediction Federated Learning
— Unverified FedPAE: Peer-Adaptive Ensemble Learning for Asynchronous and Model-Heterogeneous Federated Learning Oct 17, 2024 Ensemble Learning Federated Learning
— Unverified Investigating Effective Speaker Property Privacy Protection in Federated Learning for Speech Emotion Recognition Oct 17, 2024 Emotion Recognition Federated Learning
— Unverified On-device Federated Learning in Smartphones for Detecting Depression from Reddit Posts Oct 17, 2024 Depression Detection Federated Learning
— Unverified Towards Satellite Non-IID Imagery: A Spectral Clustering-Assisted Federated Learning Approach Oct 17, 2024 Earth Observation Federated Learning
— Unverified Federated scientific machine learning for approximating functions and solving differential equations with data heterogeneity Oct 17, 2024 Federated Learning
— Unverified DEeR: Deviation Eliminating and Noise Regulating for Privacy-preserving Federated Low-rank Adaptation Oct 16, 2024 Federated Learning Privacy Preserving
Code Code Available FedCAP: Robust Federated Learning via Customized Aggregation and Personalization Oct 16, 2024 Anomaly Detection Federated Learning
Code Code Available Communication-Efficient and Tensorized Federated Fine-Tuning of Large Language Models Oct 16, 2024 Decoder Federated Learning
— Unverified FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning Oct 16, 2024 Federated Learning Transfer Learning
— Unverified TPFL: A Trustworthy Personalized Federated Learning Framework via Subjective Logic Oct 16, 2024 Decision Making Federated Learning
— Unverified Disentangling data distribution for Federated Learning Oct 16, 2024 Federated Learning
— Unverified Vaccinating Federated Learning for Robust Modulation Classification in Distributed Wireless Networks Oct 16, 2024 Federated Learning
— Unverified Age-of-Gradient Updates for Federated Learning over Random Access Channels Oct 15, 2024 Federated Learning
— Unverified Federated Learning framework for LoRaWAN-enabled IIoT communication: A case study Oct 15, 2024 Anomaly Detection Federated Learning
— Unverified Why Go Full? Elevating Federated Learning Through Partial Network Updates Oct 15, 2024 Federated Learning
Code Code Available Data Quality Control in Federated Instruction-tuning of Large Language Models Oct 15, 2024 Federated Learning Privacy Preserving
— Unverified Backdoor Attack on Vertical Federated Graph Neural Network Learning Oct 15, 2024 Backdoor Attack Federated Learning
— Unverified FedCCRL: Federated Domain Generalization with Cross-Client Representation Learning Oct 15, 2024 Diversity Domain Generalization
Code Code Available 