FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models Jun 12, 2025 Cross-Modal Retrieval Federated Learning
— Unverified Intelligent Travel Activity Monitoring: Generalized Distributed Acoustic Sensing Approaches Jun 11, 2025 Federated Learning Meta-Learning
— Unverified Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning Jun 11, 2025 Federated Learning Information Retrieval
— Unverified Wavelet Scattering Transform and Fourier Representation for Offline Detection of Malicious Clients in Federated Learning Jun 11, 2025 Anomaly Detection Federated Learning
— Unverified A Weighted Loss Approach to Robust Federated Learning under Data Heterogeneity Jun 11, 2025 Federated Learning
— Unverified SyncFed: Time-Aware Federated Learning through Explicit Timestamping and Synchronization Jun 11, 2025 Federated Learning
— Unverified FedVLMBench: Benchmarking Federated Fine-Tuning of Vision-Language Models Jun 11, 2025 Benchmarking Federated Learning
— Unverified Load-Aware Training Scheduling for Model Circulation-based Decentralized Federated Learning Jun 11, 2025 Federated Learning global-optimization
— Unverified A Survey on the Role of Artificial Intelligence and Machine Learning in 6G-V2X Applications Jun 11, 2025 Autonomous Vehicles Federated Learning
— Unverified A new type of federated clustering: A non-model-sharing approach Jun 11, 2025 Clustering Federated Learning
— Unverified Integrating Asynchronous AdaBoost into Federated Learning: Five Real World Applications Jun 10, 2025 Anomaly Detection Federated Learning
— Unverified FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Jun 10, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified A Privacy-Preserving Federated Learning Framework for Generalizable CBCT to Synthetic CT Translation in Head and Neck Jun 10, 2025 Federated Learning Generative Adversarial Network
— Unverified Boosting Gradient Leakage Attacks: Data Reconstruction in Realistic FL Settings Jun 10, 2025 Federated Learning
— Unverified HASFL: Heterogeneity-aware Split Federated Learning over Edge Computing Systems Jun 10, 2025 Edge-computing Federated Learning
— Unverified FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Jun 9, 2025 Federated Learning Scheduling
— Unverified TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Jun 9, 2025 Federated Learning Privacy Preserving
Code Code Available Synesthesia of Machines (SoM)-Aided Online FDD Precoding via Heterogeneous Multi-Modal Sensing: A Vertical Federated Learning Approach Jun 9, 2025 Federated Learning Vertical Federated Learning
— Unverified Clustered Federated Learning via Embedding Distributions Jun 9, 2025 Clustering Domain Adaptation
Code Code Available Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Jun 9, 2025 Deep Reinforcement Learning Federated Learning
Code Code Available Federated Learning on Stochastic Neural Networks Jun 9, 2025 Edge-computing Federated Learning
— Unverified UniVarFL: Uniformity and Variance Regularized Federated Learning for Heterogeneous Data Jun 9, 2025 Federated Learning
Code Code Available FedGA-Tree: Federated Decision Tree using Genetic Algorithm Jun 9, 2025 Federated Learning
— Unverified Latency Optimization for Wireless Federated Learning in Multihop Networks Jun 8, 2025 Federated Learning
Code Code Available pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Jun 8, 2025 Federated Learning image-classification
— Unverified Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Jun 8, 2025 Federated Learning Translation
— Unverified Mobility-Aware Asynchronous Federated Learning with Dynamic Sparsification Jun 8, 2025 Federated Learning image-classification
— Unverified Fuse and Federate: Enhancing EV Charging Station Security with Multimodal Fusion and Federated Learning Jun 7, 2025 Federated Learning Intrusion Detection
— Unverified Breaking Data Silos: Towards Open and Scalable Mobility Foundation Models via Generative Continual Learning Jun 7, 2025 Continual Learning Federated Learning
— Unverified Multi-Modal Multi-Task Federated Foundation Models for Next-Generation Extended Reality Systems: Towards Privacy-Preserving Distributed Intelligence in AR/VR/MR Jun 6, 2025 Federated Learning Mixed Reality
— Unverified Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Jun 6, 2025 Bayesian Inference Federated Learning
— Unverified Simple Yet Effective: Extracting Private Data Across Clients in Federated Fine-Tuning of Large Language Models Jun 6, 2025 Federated Learning Memorization
— Unverified Ravan: Multi-Head Low-Rank Adaptation for Federated Fine-Tuning Jun 5, 2025 Federated Learning
— Unverified FedAPM: Federated Learning via ADMM with Partial Model Personalization Jun 5, 2025 Federated Learning
Code Code Available Communication Efficient Adaptive Model-Driven Quantum Federated Learning Jun 5, 2025 Federated Learning
— Unverified Federated Isolation Forest for Efficient Anomaly Detection on Edge IoT Systems Jun 5, 2025 Anomaly Detection Federated Learning
— Unverified QA-HFL: Quality-Aware Hierarchical Federated Learning for Resource-Constrained Mobile Devices with Heterogeneous Image Quality Jun 4, 2025 Federated Learning Knowledge Distillation
— Unverified Optimal Transport-based Domain Alignment as a Preprocessing Step for Federated Learning Jun 4, 2025 Federated Learning
— Unverified FedFACT: A Provable Framework for Controllable Group-Fairness Calibration in Federated Learning Jun 4, 2025 Fairness Federated Learning
— Unverified GCFL: A Gradient Correction-based Federated Learning Framework for Privacy-preserving CPSS Jun 4, 2025 Federated Learning Privacy Preserving
— Unverified Model Splitting Enhanced Communication-Efficient Federated Learning for CSI Feedback Jun 4, 2025 Federated Learning
— Unverified Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning Jun 4, 2025 Federated Learning parameter-efficient fine-tuning
Code Code Available HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Jun 4, 2025 Federated Learning Transfer Learning
Code Code Available Mitigating Non-IID Drift in Zeroth-Order Federated LLM Fine-Tuning with Transferable Sparsity Jun 3, 2025 Federated Learning
— Unverified FORLA:Federated Object-centric Representation Learning with Slot Attention Jun 3, 2025 Decoder Federated Learning
— Unverified Sociodynamics-inspired Adaptive Coalition and Client Selection in Federated Learning Jun 3, 2025 Federated Learning Privacy Preserving
— Unverified FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models Jun 3, 2025 Benchmarking Domain Adaptation
— Unverified Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation Jun 3, 2025 Computational Efficiency Federated Learning
— Unverified Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Jun 3, 2025 Edge-computing Federated Learning
— Unverified Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review Jun 3, 2025 Fairness Federated Learning
— Unverified 