DROP: Poison Dilution via Knowledge Distillation for Federated Learning Feb 10, 2025 Data Poisoning Federated Learning
Code Code Available Secure Visual Data Processing via Federated Learning Feb 9, 2025 Federated Learning Management
— Unverified Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection Feb 8, 2025 Anomaly Detection Computational Efficiency
Code Code Available Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning Feb 8, 2025 Anomaly Detection Federated Learning
Code Code Available Principles and Components of Federated Learning Architectures Feb 7, 2025 Federated Learning
— Unverified Using Federated Machine Learning in Predictive Maintenance of Jet Engines Feb 7, 2025 Federated Learning
— Unverified DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Feb 7, 2025 Federated Learning model
— Unverified Graph Federated Learning Based Proactive Content Caching in Edge Computing Feb 7, 2025 Edge-computing Federated Learning
— Unverified Exploit Gradient Skewness to Circumvent Byzantine Defenses for Federated Learning Feb 7, 2025 Federated Learning Inductive Bias
— Unverified Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs Feb 7, 2025 Federated Learning Medical Question Answering
Code Code Available Federated Learning for Anomaly Detection in Energy Consumption Data: Assessing the Vulnerability to Adversarial Attacks Feb 7, 2025 Anomaly Detection Federated Learning
— Unverified LATTEO: A Framework to Support Learning Asynchronously Tempered with Trusted Execution and Obfuscation Feb 7, 2025 Attribute Federated Learning
— Unverified Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction Feb 6, 2025 Federated Learning MRI Reconstruction
Code Code Available Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Feb 6, 2025 Federated Learning Transfer Learning
— Unverified SoK: Benchmarking Poisoning Attacks and Defenses in Federated Learning Feb 6, 2025 Benchmarking Data Poisoning
Code Code Available Private Federated Learning In Real World Application -- A Case Study Feb 6, 2025 Federated Learning
— Unverified Comparing privacy notions for protection against reconstruction attacks in machine learning Feb 6, 2025 Federated Learning
— Unverified Non-convex composite federated learning with heterogeneous data Feb 6, 2025 Federated Learning
— Unverified Interaction-Aware Gaussian Weighting for Clustered Federated Learning Feb 5, 2025 Clustering Federated Learning
— Unverified The Other Side of the Coin: Unveiling the Downsides of Model Aggregation in Federated Learning from a Layer-peeled Perspective Feb 5, 2025 Federated Learning
— Unverified FedP^2EFT: Federated Learning to Personalize Parameter Efficient Fine-Tuning for Multilingual LLMs Feb 5, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified Multi-objective methods in Federated Learning: A survey and taxonomy Feb 5, 2025 Fairness Federated Learning
— Unverified E-3SFC: Communication-Efficient Federated Learning with Double-way Features Synthesizing Feb 5, 2025 Federated Learning Scheduling
Code Code Available Vertical Federated Learning for Failure-Cause Identification in Disaggregated Microwave Networks Feb 5, 2025 Federated Learning Management
— Unverified A Hybrid Swarm Intelligence Approach for Optimizing Multimodal Large Language Models Deployment in Edge-Cloud-based Federated Learning Environments Feb 4, 2025 Cloud Computing Federated Learning
— Unverified Gradient Correction in Federated Learning with Adaptive Optimization Feb 4, 2025 Federated Learning
— Unverified Federated Low-Rank Tensor Estimation for Multimodal Image Reconstruction Feb 4, 2025 Federated Learning Image Reconstruction
— Unverified Decoding FL Defenses: Systemization, Pitfalls, and Remedies Feb 3, 2025 Federated Learning Survey
— Unverified Federated Learning with Discriminative Naive Bayes Classifier Feb 3, 2025 Federated Learning
— Unverified Metric Privacy in Federated Learning for Medical Imaging: Improving Convergence and Preventing Client Inference Attacks Feb 3, 2025 Federated Learning Inference Attack
— Unverified A Framework for Double-Blind Federated Adaptation of Foundation Models Feb 3, 2025 Federated Learning image-classification
— Unverified FedGES: A Federated Learning Approach for BN Structure Learning Feb 3, 2025 Federated Learning Privacy Preserving
— Unverified A Privacy-Preserving Domain Adversarial Federated learning for multi-site brain functional connectivity analysis Feb 3, 2025 Contrastive Learning Disentanglement
— Unverified Federated Generalised Variational Inference: A Robust Probabilistic Federated Learning Framework Feb 2, 2025 Federated Learning Uncertainty Quantification
— Unverified FedRIR: Rethinking Information Representation in Federated Learning Feb 2, 2025 Federated Learning
Code Code Available Data Overvaluation Attack and Truthful Data Valuation in Federated Learning Feb 1, 2025 Data Valuation Federated Learning
— Unverified PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Feb 1, 2025 Denoising Federated Learning
Code Code Available Robust Knowledge Distillation in Federated Learning: Counteracting Backdoor Attacks Feb 1, 2025 Federated Learning Knowledge Distillation
Code Code Available Physics-Inspired Distributed Radio Map Estimation Feb 1, 2025 Federated Learning Physical Intuition
Code Code Available Understanding Federated Learning from IID to Non-IID dataset: An Experimental Study Jan 31, 2025 Federated Learning
— Unverified Privacy Preserving Charge Location Prediction for Electric Vehicles Jan 31, 2025 Federated Learning Management
— Unverified BICompFL: Stochastic Federated Learning with Bi-Directional Compression Jan 31, 2025 Federated Learning
— Unverified Byzantine-Resilient Zero-Order Optimization for Communication-Efficient Heterogeneous Federated Learning Jan 31, 2025 Federated Learning
— Unverified Continuous-Time Analysis of Federated Averaging Jan 31, 2025 Federated Learning
— Unverified FL-APU: A Software Architecture to Ease Practical Implementation of Cross-Silo Federated Learning Jan 31, 2025 Federated Learning
— Unverified S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Jan 31, 2025 Federated Learning Privacy Preserving
— Unverified FedRTS: Federated Robust Pruning via Combinatorial Thompson Sampling Jan 31, 2025 Federated Learning Thompson Sampling
Code Code Available SAFL: Structure-Aware Personalized Federated Learning via Client-Specific Clustering and SCSI-Guided Model Pruning Jan 30, 2025 Federated Learning Personalized Federated Learning
— Unverified Targeted Data Fusion for Causal Survival Analysis Under Distribution Shift Jan 30, 2025 Causal Inference Data Integration
— Unverified Exploring Potential Prompt Injection Attacks in Federated Military LLMs and Their Mitigation Jan 30, 2025 Decision Making Federated Learning
— Unverified 