Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization May 29, 2024 Federated Learning
Code Code Available FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization May 29, 2024 Federated Learning Personalized Federated Learning
Code Code Available Differentially Private Clustered Federated Learning May 29, 2024 Clustering Fairness
— Unverified Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing May 29, 2024 Edge-computing Federated Learning
Code Code Available LoByITFL: Low Communication Secure and Private Federated Learning May 29, 2024 Federated Learning
— Unverified An Innovative Networks in Federated Learning May 28, 2024 Computational Efficiency Federated Learning
— Unverified Towards Communication-efficient Federated Learning via Sparse and Aligned Adaptive Optimization May 28, 2024 Federated Learning
— Unverified Fast-FedUL: A Training-Free Federated Unlearning with Provable Skew Resilience May 28, 2024 Backdoor Attack Data Poisoning
Code Code Available PeerFL: A Simulator for Peer-to-Peer Federated Learning at Scale May 28, 2024 Federated Learning
Code Code Available Decentralized Directed Collaboration for Personalized Federated Learning May 28, 2024 Federated Learning Personalized Federated Learning
— Unverified Post-Fair Federated Learning: Achieving Group and Community Fairness in Federated Learning via Post-processing May 28, 2024 Fairness Federated Learning
— Unverified FedSAC: Dynamic Submodel Allocation for Collaborative Fairness in Federated Learning May 28, 2024 Collaborative Fairness Fairness
Code Code Available Federated Learning with Blockchain-Enhanced Machine Unlearning: A Trustworthy Approach May 27, 2024 Federated Learning Machine Unlearning
— Unverified Efficient Model Compression for Hierarchical Federated Learning May 27, 2024 Edge-computing Federated Learning
— Unverified FedHPL: Efficient Heterogeneous Federated Learning with Prompt Tuning and Logit Distillation May 27, 2024 Federated Learning Privacy Preserving
— Unverified Federating Dynamic Models using Early-Exit Architectures for Automatic Speech Recognition on Heterogeneous Clients May 27, 2024 Automatic Speech Recognition Federated Learning
Code Code Available LabObf: A Label Protection Scheme for Vertical Federated Learning Through Label Obfuscation May 27, 2024 Federated Learning Privacy Preserving
— Unverified Machine learning in business process management: A systematic literature review May 26, 2024 Federated Learning Management
— Unverified A Systematic Review of Federated Generative Models May 26, 2024 Federated Learning
— Unverified Multi-Level Additive Modeling for Structured Non-IID Federated Learning May 26, 2024 Additive models Federated Learning
Code Code Available Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity May 26, 2024 Diversity Fairness
Code Code Available Secure Hierarchical Federated Learning in Vehicular Networks Using Dynamic Client Selection and Anomaly Detection May 25, 2024 Anomaly Detection Federated Learning
— Unverified FedSheafHN: Personalized Federated Learning on Graph-structured Data May 25, 2024 Federated Learning Graph Embedding
— Unverified Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey May 25, 2024 Federated Learning Privacy Preserving
Code Code Available Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing May 25, 2024 Federated Learning Privacy Preserving
Code Code Available Analytic Federated Learning May 25, 2024 Federated Learning
Code Code Available Federated Learning for Non-factorizable Models using Deep Generative Prior Approximations May 25, 2024 Decision Making Epidemiology
Code Code Available Federated Unsupervised Domain Generalization using Global and Local Alignment of Gradients May 25, 2024 Domain Generalization Federated Learning
Code Code Available Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available Exploring Age-of-Information Weighting in Federated Learning under Data Heterogeneity May 24, 2024 Federated Learning
— Unverified CAFe: Cost and Age aware Federated Learning May 24, 2024 Federated Learning
— Unverified Harnessing Increased Client Participation with Cohort-Parallel Federated Learning May 24, 2024 Federated Learning image-classification
— Unverified FedCal: Achieving Local and Global Calibration in Federated Learning via Aggregated Parameterized Scaler May 24, 2024 Federated Learning
— Unverified Unlearning during Learning: An Efficient Federated Machine Unlearning Method May 24, 2024 Federated Learning Machine Unlearning
Code Code Available Decaf: Data Distribution Decompose Attack against Federated Learning May 24, 2024 Federated Learning
— Unverified Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification May 24, 2024 Federated Learning image-classification
— Unverified Towards Client Driven Federated Learning May 24, 2024 Federated Learning
— Unverified DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder Federated Learning
Code Code Available Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning May 24, 2024 counterfactual Decision Making
Code Code Available Thinking Forward: Memory-Efficient Federated Finetuning of Language Models May 24, 2024 Federated Learning
Code Code Available RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation May 24, 2024 Federated Learning
Code Code Available Distributed Continual Learning May 23, 2024 Continual Learning Federated Learning
— Unverified Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity May 23, 2024 Federated Learning Sensitivity
Code Code Available Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data May 23, 2024 Federated Learning Transfer Learning
— Unverified Adaptive Gradient Clipping for Robust Federated Learning May 23, 2024 ARC Federated Learning
— Unverified Overcoming the Challenges of Batch Normalization in Federated Learning May 23, 2024 Federated Learning
Code Code Available Variational Bayes for Federated Continual Learning May 23, 2024 Continual Learning Federated Learning
Code Code Available Towards Privacy-Aware and Personalised Assistive Robots: A User-Centred Approach May 23, 2024 Federated Learning
— Unverified Recurrent Early Exits for Federated Learning with Heterogeneous Clients May 23, 2024 Federated Learning Knowledge Distillation
Code Code Available Worldwide Federated Training of Language Models May 23, 2024 Federated Learning Language Modeling
— Unverified 