Federated Hierarchical Tensor Networks: a Collaborative Learning Quantum AI-Driven Framework for Healthcare May 13, 2024 Federated Learning Tensor Networks
— Unverified Navigating the Future of Federated Recommendation Systems with Foundation Models May 12, 2024 Federated Learning Multimodal Recommendation
— Unverified On-Demand Model and Client Deployment in Federated Learning with Deep Reinforcement Learning May 12, 2024 Deep Reinforcement Learning Federated Learning
— Unverified CRSFL: Cluster-based Resource-aware Split Federated Learning for Continuous Authentication May 12, 2024 Face Detection Federated Learning
— Unverified Robust Model Aggregation for Heterogeneous Federated Learning: Analysis and Optimizations May 11, 2024 Federated Learning Model Selection
— Unverified Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare May 10, 2024 Diagnostic Federated Learning
— Unverified FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization May 10, 2024 Decision Making Decoder
Code Code Available DP-DyLoRA: Fine-Tuning Transformer-Based Models On-Device under Differentially Private Federated Learning using Dynamic Low-Rank Adaptation May 10, 2024 Federated Learning Natural Language Understanding
— Unverified Concealing Backdoor Model Updates in Federated Learning by Trigger-Optimized Data Poisoning May 10, 2024 Backdoor Attack Data Poisoning
— Unverified MH-pFLID: Model Heterogeneous personalized Federated Learning via Injection and Distillation for Medical Data Analysis May 10, 2024 Federated Learning Knowledge Distillation
— Unverified ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI May 10, 2024 Data Augmentation Federated Learning
Code Code Available Multi-level Personalized Federated Learning on Heterogeneous and Long-Tailed Data May 10, 2024 Autonomous Vehicles Federated Learning
— Unverified Federated Document Visual Question Answering: A Pilot Study May 10, 2024 Federated Learning Question Answering
Code Code Available Agent-oriented Joint Decision Support for Data Owners in Auction-based Federated Learning May 9, 2024 Benchmarking Federated Learning
— Unverified Privacy-Preserving Edge Federated Learning for Intelligent Mobile-Health Systems May 9, 2024 Federated Learning Privacy Preserving
Code Code Available Age Aware Scheduling for Differentially-Private Federated Learning May 9, 2024 Federated Learning Scheduling
— Unverified Federated Combinatorial Multi-Agent Multi-Armed Bandits May 9, 2024 Combinatorial Optimization Data Summarization
— Unverified Compressed Bayesian Federated Learning for Reliable Passive Radio Sensing in Industrial IoT May 9, 2024 Federated Learning
— Unverified Federated Adaptation for Foundation Model-based Recommendations May 8, 2024 Federated Learning model
Code Code Available SCALA: Split Federated Learning with Concatenated Activations and Logit Adjustments May 8, 2024 Federated Learning
— Unverified When Foresight Pruning Meets Zeroth-Order Optimization: Efficient Federated Learning for Low-Memory Devices May 8, 2024 Federated Learning
— Unverified Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit May 7, 2024 Federated Learning Thompson Sampling
Code Code Available Fast Decentralized Gradient Tracking for Federated Minimax Optimization with Local Updates May 7, 2024 Federated Learning
— Unverified Scalable Vertical Federated Learning via Data Augmentation and Amortized Inference May 7, 2024 Bayesian Inference Data Augmentation
— Unverified FedSC: Provable Federated Self-supervised Learning with Spectral Contrastive Objective over Non-i.i.d. Data May 7, 2024 Federated Learning Self-Supervised Learning
— Unverified FedStale: leveraging stale client updates in federated learning May 7, 2024 Federated Learning
Code Code Available Ranking-based Client Selection with Imitation Learning for Efficient Federated Learning May 7, 2024 Federated Learning Imitation Learning
— Unverified Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networks May 7, 2024 Collaborative Inference Federated Learning
— Unverified IPFed: Identity protected federated learning for user authentication May 7, 2024 Federated Learning Privacy Preserving
— Unverified Differentially Private Federated Learning without Noise Addition: When is it Possible? May 6, 2024 Federated Learning Privacy Preserving
— Unverified Interpretable Data Fusion for Distributed Learning: A Representative Approach via Gradient Matching May 6, 2024 Federated Learning
— Unverified Exploring the Efficacy of Federated-Continual Learning Nodes with Attention-Based Classifier for Robust Web Phishing Detection: An Empirical Investigation May 6, 2024 Continual Learning Federated Learning
— Unverified Federated Learning for Drowsiness Detection in Connected Vehicles May 6, 2024 Federated Learning
— Unverified LightTR: A Lightweight Framework for Federated Trajectory Recovery May 6, 2024 Computational Efficiency Federated Learning
Code Code Available GI-SMN: Gradient Inversion Attack against Federated Learning without Prior Knowledge May 6, 2024 Federated Learning Privacy Preserving
— Unverified Communication-Efficient Federated Learning with Adaptive Compression under Dynamic Bandwidth May 6, 2024 Federated Learning Model Compression
— Unverified The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape May 6, 2024 Federated Learning Privacy Preserving
— Unverified Snake Learning: A Communication- and Computation-Efficient Distributed Learning Framework for 6G May 6, 2024 Federated Learning Language Modeling
— Unverified LIFL: A Lightweight, Event-driven Serverless Platform for Federated Learning May 5, 2024 Federated Learning Management
— Unverified Understanding Server-Assisted Federated Learning in the Presence of Incomplete Client Participation May 4, 2024 Federated Learning
— Unverified FedProK: Trustworthy Federated Class-Incremental Learning via Prototypical Feature Knowledge Transfer May 4, 2024 class-incremental learning Class Incremental Learning
— Unverified Towards Fairness in Provably Communication-Efficient Federated Recommender Systems May 3, 2024 Fairness Federated Learning
— Unverified Holistic Evaluation Metrics: Use Case Sensitive Evaluation Metrics for Federated Learning May 3, 2024 Computational Efficiency Fairness
— Unverified A Survey on Contribution Evaluation in Vertical Federated Learning May 3, 2024 Federated Learning Survey
Code Code Available An Information Theoretic Perspective on Conformal Prediction May 3, 2024 Conformal Prediction Federated Learning
— Unverified Histogram-Based Federated XGBoost using Minimal Variance Sampling for Federated Tabular Data May 3, 2024 Federated Learning
— Unverified A Federated Learning Benchmark on Tabular Data: Comparing Tree-Based Models and Neural Networks May 3, 2024 Federated Learning
— Unverified Federated Learning for Tabular Data using TabNet: A Vehicular Use-Case May 3, 2024 Federated Learning
— Unverified Privacy-aware Berrut Approximated Coded Computing for Federated Learning May 2, 2024 Distributed Computing Federated Learning
— Unverified Navigating Heterogeneity and Privacy in One-Shot Federated Learning with Diffusion Models May 2, 2024 Federated Learning
— Unverified 