FedSiKD: Clients Similarity and Knowledge Distillation: Addressing Non-i.i.d. and Constraints in Federated Learning Feb 14, 2024 Federated Learning Knowledge Distillation
Code Code Available Scheduling for On-Board Federated Learning with Satellite Clusters Feb 14, 2024 Federated Learning Scheduling
— Unverified Exploring Federated Deep Learning for Standardising Naming Conventions in Radiotherapy Data Feb 14, 2024 Federated Learning
— Unverified Data Reconstruction Attacks and Defenses: A Systematic Evaluation Feb 13, 2024 Federated Learning Reconstruction Attack
— Unverified FLASH: Federated Learning Across Simultaneous Heterogeneities Feb 13, 2024 Federated Learning Multi-Armed Bandits
— Unverified FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing Feb 13, 2024 Edge-computing Federated Learning
Code Code Available Empowering Federated Learning for Massive Models with NVIDIA FLARE Feb 12, 2024 Federated Learning
— Unverified Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning Feb 12, 2024 Decision Making Drift Detection
Code Code Available Bayesian Deep Learning Via Expectation Maximization and Turbo Deep Approximate Message Passing Feb 12, 2024 Bayesian Inference Federated Learning
— Unverified Differentially Private Decentralized Learning with Random Walks Feb 12, 2024 Federated Learning
Code Code Available Training Heterogeneous Client Models using Knowledge Distillation in Serverless Federated Learning Feb 11, 2024 Federated Learning Knowledge Distillation
Code Code Available OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning Feb 10, 2024 Federated Learning Instruction Following
Code Code Available FedImpro: Measuring and Improving Client Update in Federated Learning Feb 10, 2024 Federated Learning
— Unverified Hypernetwork-Driven Model Fusion for Federated Domain Generalization Feb 10, 2024 Domain Generalization Federated Learning
— Unverified Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off Feb 10, 2024 Federated Learning
Code Code Available FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning Feb 9, 2024 All Federated Learning
Code Code Available Flashback: Understanding and Mitigating Forgetting in Federated Learning Feb 8, 2024 Federated Learning
— Unverified FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning Feb 8, 2024 continuous-control Continuous Control
Code Code Available Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices Feb 8, 2024 Federated Learning Offline RL
— Unverified Asynchronous Diffusion Learning with Agent Subsampling and Local Updates Feb 8, 2024 Federated Learning
— Unverified On the Convergence of Zeroth-Order Federated Tuning for Large Language Models Feb 8, 2024 Federated Learning GPU
— Unverified Revisiting Early-Learning Regularization When Federated Learning Meets Noisy Labels Feb 8, 2024 Federated Learning Memorization
— Unverified Version age-based client scheduling policy for federated learning Feb 8, 2024 Federated Learning Privacy Preserving
— Unverified The Role of LLMs in Sustainable Smart Cities: Applications, Challenges, and Future Directions Feb 7, 2024 Edge-computing Federated Learning
— Unverified Personalized Federated Learning for Statistical Heterogeneity Feb 7, 2024 Federated Learning Personalized Federated Learning
— Unverified Blockchain-enabled Clustered and Scalable Federated Learning (BCS-FL) Framework in UAV Networks Feb 7, 2024 Federated Learning Graph Clustering
— Unverified Examining Modality Incongruity in Multimodal Federated Learning for Medical Vision and Language-based Disease Detection Feb 7, 2024 Federated Learning Imputation
— Unverified Federated Learning Can Find Friends That Are Advantageous Feb 7, 2024 Federated Learning
— Unverified Group Distributionally Robust Dataset Distillation with Risk Minimization Feb 7, 2024 Dataset Distillation Federated Learning
Code Code Available Towards Fair, Robust and Efficient Client Contribution Evaluation in Federated Learning Feb 6, 2024 Federated Learning
— Unverified Decentralized Blockchain-based Robust Multi-agent Multi-armed Bandit Feb 6, 2024 Federated Learning
— Unverified Expediting In-Network Federated Learning by Voting-Based Consensus Model Compression Feb 6, 2024 Federated Learning Model Compression
— Unverified Resource-Aware Hierarchical Federated Learning in Wireless Video Caching Networks Feb 6, 2024 Federated Learning
— Unverified A Survey of Privacy Threats and Defense in Vertical Federated Learning: From Model Life Cycle Perspective Feb 6, 2024 Federated Learning Survey
— Unverified Fed-CVLC: Compressing Federated Learning Communications with Variable-Length Codes Feb 6, 2024 Federated Learning Model Compression
— Unverified Federated Learning Priorities Under the European Union Artificial Intelligence Act Feb 5, 2024 Federated Learning Position
— Unverified Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees Feb 5, 2024 Federated Learning
Code Code Available Fairness and Privacy Guarantees in Federated Contextual Bandits Feb 5, 2024 Fairness Federated Learning
— Unverified Time-Distributed Backdoor Attacks on Federated Spiking Learning Feb 5, 2024 Federated Learning SSIM
— Unverified Exploring Federated Self-Supervised Learning for General Purpose Audio Understanding Feb 5, 2024 Federated Learning Retrieval
— Unverified Towards Eliminating Hard Label Constraints in Gradient Inversion Attacks Feb 5, 2024 Federated Learning Image Reconstruction
Code Code Available Device Scheduling and Assignment in Hierarchical Federated Learning for Internet of Things Feb 4, 2024 Deep Reinforcement Learning Federated Learning
— Unverified Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks Feb 3, 2024 Fairness Federated Learning
— Unverified Federated Learning with Differential Privacy Feb 3, 2024 Federated Learning
— Unverified Federated Learning with New Knowledge: Fundamentals, Advances, and Futures Feb 3, 2024 Federated Learning Privacy Preserving
Code Code Available Position Paper: Assessing Robustness, Privacy, and Fairness in Federated Learning Integrated with Foundation Models Feb 2, 2024 Data Augmentation Fairness
— Unverified An Auction-based Marketplace for Model Trading in Federated Learning Feb 2, 2024 Federated Learning Marketing
— Unverified Parametric Feature Transfer: One-shot Federated Learning with Foundation Models Feb 2, 2024 Federated Learning
— Unverified DFML: Decentralized Federated Mutual Learning Feb 2, 2024 Federated Learning
— Unverified Training-time Neuron Alignment through Permutation Subspace for Improving Linear Mode Connectivity and Model Fusion Feb 2, 2024 Federated Learning Linear Mode Connectivity
— Unverified 