Joint Privacy Enhancement and Quantization in Federated Learning Aug 23, 2022 Federated Learning Privacy Preserving
Code Code Available FedOS: using open-set learning to stabilize training in federated learning Aug 22, 2022 Federated Learning Open Set Learning
Code Code Available MUDGUARD: Taming Malicious Majorities in Federated Learning using Privacy-Preserving Byzantine-Robust Clustering Aug 22, 2022 Clustering Federated Learning
— Unverified Fed-FSNet: Mitigating Non-I.I.D. Federated Learning via Fuzzy Synthesizing Network Aug 21, 2022 Federated Learning Privacy Preserving
— Unverified Cluster Based Secure Multi-Party Computation in Federated Learning for Histopathology Images Aug 21, 2022 Federated Learning Privacy Preserving
— Unverified Byzantines can also Learn from History: Fall of Centered Clipping in Federated Learning Aug 21, 2022 Federated Learning image-classification
— Unverified FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution Aug 20, 2022 Federated Learning Personalized Federated Learning
Code Code Available A Review of Federated Learning in Energy Systems Aug 20, 2022 Federated Learning
— Unverified Labeling Chaos to Learning Harmony: Federated Learning with Noisy Labels Aug 19, 2022 Federated Learning Learning with noisy labels
Code Code Available Personalized Federated Recommendation via Joint Representation Learning, User Clustering, and Model Adaptation Aug 19, 2022 Attribute Clustering
— Unverified Almost Cost-Free Communication in Federated Best Arm Identification Aug 19, 2022 Federated Learning
— Unverified Federated Select: A Primitive for Communication- and Memory-Efficient Federated Learning Aug 19, 2022 Federated Learning Privacy Preserving
— Unverified Federated Learning of Neural ODE Models with Different Iteration Counts Aug 19, 2022 Federated Learning
— Unverified A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available NET-FLEET: Achieving Linear Convergence Speedup for Fully Decentralized Federated Learning with Heterogeneous Data Aug 17, 2022 Federated Learning Open-Ended Question Answering
— Unverified FedMR: Fedreated Learning via Model Recombination Aug 16, 2022 Federated Learning model
— Unverified Knowledge-Injected Federated Learning Aug 16, 2022 Federated Learning
Code Code Available FedPerm: Private and Robust Federated Learning by Parameter Permutation Aug 16, 2022 Federated Learning Information Retrieval
— Unverified Enhancing Heterogeneous Federated Learning with Knowledge Extraction and Multi-Model Fusion Aug 16, 2022 Federated Learning Knowledge Distillation
Code Code Available Federated Quantum Natural Gradient Descent for Quantum Federated Learning Aug 15, 2022 Federated Learning
— Unverified An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available Energy and Spectrum Efficient Federated Learning via High-Precision Over-the-Air Computation Aug 15, 2022 Federated Learning
— Unverified Long-Short History of Gradients is All You Need: Detecting Malicious and Unreliable Clients in Federated Learning Aug 14, 2022 All Federated Learning
Code Code Available Trustworthy Federated Learning via Blockchain Aug 13, 2022 Autonomous Driving Deep Reinforcement Learning
— Unverified Practical Vertical Federated Learning with Unsupervised Representation Learning Aug 13, 2022 Federated Learning Privacy Preserving
Code Code Available Personalizing or Not: Dynamically Personalized Federated Learning with Incentives Aug 12, 2022 Federated Learning Personalized Federated Learning
— Unverified A Knowledge Distillation-Based Backdoor Attack in Federated Learning Aug 12, 2022 Backdoor Attack Federated Learning
— Unverified Dropout is NOT All You Need to Prevent Gradient Leakage Aug 12, 2022 All Federated Learning
Code Code Available A Fast Blockchain-based Federated Learning Framework with Compressed Communications Aug 12, 2022 Federated Learning
— Unverified A Modified UDP for Federated Learning Packet Transmissions Aug 11, 2022 Federated Learning
— Unverified Shielding Federated Learning Systems against Inference Attacks with ARM TrustZone Aug 11, 2022 Federated Learning
— Unverified FedOBD: Opportunistic Block Dropout for Efficiently Training Large-scale Neural Networks through Federated Learning Aug 10, 2022 Federated Learning
Code Code Available Fast Heterogeneous Federated Learning with Hybrid Client Selection Aug 10, 2022 Clustering Federated Learning
— Unverified Application of federated learning in manufacturing Aug 9, 2022 Federated Learning
— Unverified Combining Stochastic Defenses to Resist Gradient Inversion: An Ablation Study Aug 9, 2022 Federated Learning Image Classification
— Unverified PEPPER: Empowering User-Centric Recommender Systems over Gossip Learning Aug 9, 2022 Federated Learning Movie Recommendation
— Unverified Towards Energy-Aware Federated Learning on Battery-Powered Clients Aug 9, 2022 Fairness Federated Learning
Code Code Available Learning-Based Client Selection for Federated Learning Services Over Wireless Networks with Constrained Monetary Budgets Aug 8, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Federated Adversarial Learning: A Framework with Convergence Analysis Aug 7, 2022 Federated Learning
— Unverified Low-Latency Cooperative Spectrum Sensing via Truncated Vertical Federated Learning Aug 7, 2022 Federated Learning Scheduling
— Unverified Terahertz-Band Channel and Beam Split Estimation via Array Perturbation Model Aug 7, 2022 Federated Learning
— Unverified Distributed Contrastive Learning for Medical Image Segmentation Aug 7, 2022 Contrastive Learning Federated Learning
— Unverified Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions Aug 5, 2022 Diagnostic Federated Learning
— Unverified ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity Aug 4, 2022 Federated Learning
— Unverified FedDRL: Deep Reinforcement Learning-based Adaptive Aggregation for Non-IID Data in Federated Learning Aug 4, 2022 Deep Reinforcement Learning Fairness
— Unverified Embedding Alignment for Unsupervised Federated Learning via Smart Data Exchange Aug 4, 2022 Contrastive Learning Federated Learning
— Unverified How Much Privacy Does Federated Learning with Secure Aggregation Guarantee? Aug 3, 2022 Federated Learning Privacy Preserving
— Unverified A New Implementation of Federated Learning for Privacy and Security Enhancement Aug 3, 2022 Federated Learning
— Unverified Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
Code Code Available Mitigating Biases in Student Performance Prediction via Attention-Based Personalized Federated Learning Aug 2, 2022 Federated Learning Personalized Federated Learning
— Unverified 