DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Dec 8, 2024 Edge-computing Federated Learning
Code Code Available One-shot Federated Learning via Synthetic Distiller-Distillate Communication Dec 6, 2024 Data-free Knowledge Distillation Federated Learning
Code Code Available Personalized Federated Fine-Tuning for LLMs via Data-Driven Heterogeneous Model Architectures Nov 28, 2024 Federated Learning
Code Code Available FedMLLM: Federated Fine-tuning MLLM on Multimodal Heterogeneity Data Nov 22, 2024 Federated Learning
Code Code Available Identify Backdoored Model in Federated Learning via Individual Unlearning Nov 1, 2024 Anomaly Detection Federated Learning
Code Code Available C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available Personalized Federated Learning via Feature Distribution Adaptation Nov 1, 2024 Federated Learning Navigate
Code Code Available Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning Oct 31, 2024 Federated Learning
Code Code Available FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Oct 27, 2024 Federated Learning
Code Code Available Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift Oct 24, 2024 Clustering Federated Learning
Code Code Available Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data Oct 23, 2024 Entity Alignment Federated Learning
Code Code Available FedMSE: Federated learning for IoT network intrusion detection Oct 18, 2024 Federated Learning Intrusion Detection
Code Code Available Why Go Full? Elevating Federated Learning Through Partial Network Updates Oct 15, 2024 Federated Learning
Code Code Available Mixture of Experts Made Personalized: Federated Prompt Learning for Vision-Language Models Oct 14, 2024 Federated Learning Mixture-of-Experts
Code Code Available FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models Oct 12, 2024 Arithmetic Reasoning Federated Learning
Code Code Available FACMIC: Federated Adaptative CLIP Model for Medical Image Classification Oct 8, 2024 Domain Adaptation Federated Learning
Code Code Available Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method Sep 29, 2024 Federated Learning Learning Theory
Code Code Available Federated Learning with Label-Masking Distillation Sep 20, 2024 Federated Learning Privacy Preserving
Code Code Available Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML Sep 14, 2024 Federated Learning Privacy Preserving
Code Code Available Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation Sep 2, 2024 Brain Tumor Segmentation Federated Learning
Code Code Available VFLIP: A Backdoor Defense for Vertical Federated Learning via Identification and Purification Aug 28, 2024 Anomaly Detection backdoor defense
Code Code Available Tackling Data Heterogeneity in Federated Learning via Loss Decomposition Aug 22, 2024 Federated Learning Privacy Preserving
Code Code Available PolypDB: A Curated Multi-Center Dataset for Development of AI Algorithms in Colonoscopy Aug 19, 2024 Federated Learning Segmentation
Code Code Available Tackling Noisy Clients in Federated Learning with End-to-end Label Correction Aug 8, 2024 Federated Learning Misinformation
Code Code Available FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction Jul 28, 2024 Federated Learning
Code Code Available CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities Jul 11, 2024 Data Augmentation Federated Learning
Code Code Available FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Jul 11, 2024 Diversity Federated Learning
Code Code Available Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition Jun 28, 2024 Federated Learning General Knowledge
Code Code Available FedMLP: Federated Multi-Label Medical Image Classification under Task Heterogeneity Jun 27, 2024 Federated Learning image-classification
Code Code Available Personalized Federated Continual Learning via Multi-granularity Prompt Jun 27, 2024 Continual Learning Federated Learning
Code Code Available Safely Learning with Private Data: A Federated Learning Framework for Large Language Model Jun 21, 2024 Federated Learning Language Modeling
Code Code Available Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities Jun 17, 2024 Federated Learning
Code Code Available Save It All: Enabling Full Parameter Tuning for Federated Large Language Models via Cycle Block Gradient Descent Jun 17, 2024 All Federated Learning
Code Code Available PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection Jun 4, 2024 Federated Learning Large Language Model
Code Code Available ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available Redefining Contributions: Shapley-Driven Federated Learning Jun 1, 2024 Collaborative Fairness Contribution Assessment
Code Code Available Pursuing Overall Welfare in Federated Learning through Sequential Decision Making May 31, 2024 Decision Making Fairness
Code Code Available Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization May 29, 2024 Federated Learning
Code Code Available Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing May 29, 2024 Edge-computing Federated Learning
Code Code Available Federated Learning with Bilateral Curation for Partially Class-Disjoint Data May 29, 2024 Federated Learning
Code Code Available Fast-FedUL: A Training-Free Federated Unlearning with Provable Skew Resilience May 28, 2024 Backdoor Attack Data Poisoning
Code Code Available Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity May 26, 2024 Diversity Fairness
Code Code Available Federated Unsupervised Domain Generalization using Global and Local Alignment of Gradients May 25, 2024 Domain Generalization Federated Learning
Code Code Available Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey May 25, 2024 Federated Learning Privacy Preserving
Code Code Available Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available Thinking Forward: Memory-Efficient Federated Finetuning of Language Models May 24, 2024 Federated Learning
Code Code Available DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder Federated Learning
Code Code Available Unlearning during Learning: An Efficient Federated Machine Unlearning Method May 24, 2024 Federated Learning Machine Unlearning
Code Code Available Overcoming the Challenges of Batch Normalization in Federated Learning May 23, 2024 Federated Learning
Code Code Available Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity May 23, 2024 Federated Learning Sensitivity
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