Federated Online Adaptation for Deep Stereo May 23, 2024 Federated Learning
— Unverified Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory May 22, 2024 class-incremental learning Class Incremental Learning
— Unverified Fair Evaluation of Federated Learning Algorithms for Automated Breast Density Classification: The Results of the 2022 ACR-NCI-NVIDIA Federated Learning Challenge May 22, 2024 breast density classification Federated Learning
— Unverified Emulating Full Participation: An Effective and Fair Client Selection Strategy for Federated Learning May 22, 2024 Diversity Fairness
— Unverified FedCache 2.0: Federated Edge Learning with Knowledge Caching and Dataset Distillation May 22, 2024 Dataset Distillation Federated Learning
Code Code Available Diffusion-Based Cloud-Edge-Device Collaborative Learning for Next POI Recommendations May 22, 2024 Federated Learning
— Unverified Banded Square Root Matrix Factorization for Differentially Private Model Training May 22, 2024 Federated Learning
— Unverified FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding? May 22, 2024 Federated Learning
Code Code Available AdaFedFR: Federated Face Recognition with Adaptive Inter-Class Representation Learning May 22, 2024 Face Model Face Recognition
— Unverified Rehearsal-free Federated Domain-incremental Learning May 22, 2024 Contrastive Learning Federated Learning
— Unverified Communication-Efficient Federated Learning via Clipped Uniform Quantization May 22, 2024 Federated Learning Quantization
Code Code Available CG-FedLLM: How to Compress Gradients in Federated Fune-tuning for Large Language Models May 22, 2024 Decoder Federated Learning
— Unverified Federated Learning in Healthcare: Model Misconducts, Security, Challenges, Applications, and Future Research Directions -- A Systematic Review May 22, 2024 Disease Prediction Federated Learning
— Unverified Task-agnostic Decision Transformer for Multi-type Agent Control with Federated Split Training May 22, 2024 AI Agent Autonomous Driving
— Unverified FedASTA: Federated adaptive spatial-temporal attention for traffic flow prediction May 21, 2024 Federated Learning graph construction
— Unverified Marginal and training-conditional guarantees in one-shot federated conformal prediction May 21, 2024 Conformal Prediction Federated Learning
Code Code Available Exploring and Exploiting the Asymmetric Valley of Deep Neural Networks May 21, 2024 Federated Learning
— Unverified Decentralized Federated Learning Over Imperfect Communication Channels May 21, 2024 Federated Learning image-classification
— Unverified Maverick-Aware Shapley Valuation for Client Selection in Federated Learning May 21, 2024 Federated Learning
— Unverified StatAvg: Mitigating Data Heterogeneity in Federated Learning for Intrusion Detection Systems May 20, 2024 Federated Learning Intrusion Detection
— Unverified Continual Deep Reinforcement Learning for Decentralized Satellite Routing May 20, 2024 Continual Learning Deep Reinforcement Learning
— Unverified Energy-Efficient Federated Edge Learning with Streaming Data: A Lyapunov Optimization Approach May 20, 2024 Federated Learning Scheduling
— Unverified Vertical Federated Learning Hybrid Local Pre-training May 20, 2024 Federated Learning Representation Learning
— Unverified Fed-Credit: Robust Federated Learning with Credibility Management May 20, 2024 Data Poisoning Federated Learning
— Unverified FedCAda: Adaptive Client-Side Optimization for Accelerated and Stable Federated Learning May 20, 2024 Federated Learning
— Unverified Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities May 20, 2024 Computational Efficiency Federated Learning
Code Code Available Securing Health Data on the Blockchain: A Differential Privacy and Federated Learning Framework May 19, 2024 Federated Learning
— Unverified Overcoming Data and Model Heterogeneities in Decentralized Federated Learning via Synthetic Anchors May 19, 2024 Domain Adaptation Federated Learning
Code Code Available The Future of Large Language Model Pre-training is Federated May 17, 2024 Federated Learning Language Modeling
— Unverified Federated Learning With Energy Harvesting Devices: An MDP Framework May 17, 2024 Deep Reinforcement Learning Federated Learning
— Unverified Cyclical Weight Consolidation: Towards Solving Catastrophic Forgetting in Serial Federated Learning May 17, 2024 Federated Learning
— Unverified Dealing Doubt: Unveiling Threat Models in Gradient Inversion Attacks under Federated Learning, A Survey and Taxonomy May 16, 2024 Federated Learning Privacy Preserving
— Unverified Advances in Robust Federated Learning: Heterogeneity Considerations May 16, 2024 Diversity Federated Learning
— Unverified Federated Learning for Misbehaviour Detection with Variational Autoencoders and Gaussian Mixture Models May 16, 2024 Federated Learning
Code Code Available Balancing Similarity and Complementarity for Federated Learning May 16, 2024 Federated Learning
— Unverified The Effect of Quantization in Federated Learning: A Rényi Differential Privacy Perspective May 16, 2024 Federated Learning Privacy Preserving
— Unverified Federated Hybrid Model Pruning through Loss Landscape Exploration May 16, 2024 Computational Efficiency Federated Learning
Code Code Available Harmonizing Generalization and Personalization in Federated Prompt Learning May 16, 2024 Federated Learning Prompt Learning
Code Code Available Asynchronous Federated Stochastic Optimization for Heterogeneous Objectives Under Arbitrary Delays May 16, 2024 Federated Learning Stochastic Optimization
— Unverified Feature-based Federated Transfer Learning: Communication Efficiency, Robustness and Privacy May 15, 2024 Federated Learning image-classification
Code Code Available Dual-Segment Clustering Strategy for Hierarchical Federated Learning in Heterogeneous Wireless Environments May 15, 2024 Clustering Federated Learning
— Unverified Unmasking Efficiency: Learning Salient Sparse Models in Non-IID Federated Learning May 15, 2024 Federated Learning
— Unverified SPD-CFL: Stepwise Parameter Dropout for Efficient Continual Federated Learning May 15, 2024 Continual Learning Federated Learning
— Unverified Real-World Federated Learning in Radiology: Hurdles to overcome and Benefits to gain May 15, 2024 Federated Learning
— Unverified Byzantine-Resilient Secure Aggregation for Federated Learning Without Privacy Compromises May 14, 2024 Federated Learning Privacy Preserving
— Unverified Differentially Private Federated Learning: A Systematic Review May 14, 2024 Federated Learning Privacy Preserving
— Unverified Towards Energy-Aware Federated Learning via MARL: A Dual-Selection Approach for Model and Client May 13, 2024 Federated Learning
— Unverified Structured Reinforcement Learning for Incentivized Stochastic Covert Optimization May 13, 2024 Distributed Optimization Federated Learning
— Unverified Mitigating federated learning contribution allocation instability through randomized aggregation May 13, 2024 Fairness Federated Learning
— Unverified Federated Hierarchical Tensor Networks: a Collaborative Learning Quantum AI-Driven Framework for Healthcare May 13, 2024 Federated Learning Tensor Networks
— Unverified 