A Survey on Heterogeneous Federated Learning Oct 10, 2022 Federated Learning Survey
— Unverified Collaborative Domain Blocking: Using federated NLP To Detect Malicious Domains Oct 8, 2022 Blocking Federated Learning
— Unverified FedDef: Defense Against Gradient Leakage in Federated Learning-based Network Intrusion Detection Systems Oct 8, 2022 Adversarial Attack Federated Learning
— Unverified Rethinking Normalization Methods in Federated Learning Oct 7, 2022 Federated Learning
— Unverified Time Minimization in Hierarchical Federated Learning Oct 7, 2022 Federated Learning
— Unverified Depersonalized Federated Learning: Tackling Statistical Heterogeneity by Alternating Stochastic Gradient Descent Oct 7, 2022 Federated Learning
— Unverified Embedding Representation of Academic Heterogeneous Information Networks Based on Federated Learning Oct 7, 2022 Blocking Federated Learning
— Unverified FedPC: Federated Learning for Language Generation with Personal and Context Preference Embeddings Oct 7, 2022 Federated Learning Text Generation
— Unverified Federated Learning with Server Learning: Enhancing Performance for Non-IID Data Oct 6, 2022 Auxiliary Learning Federated Learning
— Unverified Communication-Efficient and Drift-Robust Federated Learning via Elastic Net Oct 6, 2022 Federated Learning
— Unverified FedGraph: an Aggregation Method from Graph Perspective Oct 6, 2022 Federated Learning Tumor Segmentation
— Unverified DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing Oct 6, 2022 Federated Learning
— Unverified Over-the-Air Federated Learning with Privacy Protection via Correlated Additive Perturbations Oct 5, 2022 Federated Learning
— Unverified ISFL: Federated Learning for Non-i.i.d. Data with Local Importance Sampling Oct 5, 2022 Diversity Federated Learning
Code Code Available FedMT: Federated Learning with Mixed-type Labels Oct 5, 2022 Federated Learning Vocal Bursts Type Prediction
— Unverified Decentralized Hyper-Gradient Computation over Time-Varying Directed Networks Oct 5, 2022 Bilevel Optimization Federated Learning
Code Code Available Invariant Aggregator for Defending against Federated Backdoor Attacks Oct 4, 2022 Federated Learning Model Optimization
— Unverified Domain Discrepancy Aware Distillation for Model Aggregation in Federated Learning Oct 4, 2022 Federated Learning Knowledge Distillation
— Unverified Beam Management in Ultra-dense mmWave Network via Federated Reinforcement Learning: An Intelligent and Secure Approach Oct 4, 2022 Federated Learning Management
— Unverified Group Personalized Federated Learning Oct 4, 2022 Federated Learning Personalized Federated Learning
— Unverified Split Federated Learning on Micro-controllers: A Keyword Spotting Showcase Oct 4, 2022 Federated Learning Keyword Spotting
— Unverified SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning Oct 4, 2022 Federated Learning
— Unverified Exploring Parameter-Efficient Fine-Tuning to Enable Foundation Models in Federated Learning Oct 4, 2022 Federated Learning parameter-efficient fine-tuning
— Unverified Federated Graph-based Networks with Shared Embedding Oct 3, 2022 Federated Learning
— Unverified Mitigating Data Absence in Federated Learning Using Privacy-Controllable Data Digests Oct 3, 2022 Federated Learning
— Unverified Unbounded Gradients in Federated Leaning with Buffered Asynchronous Aggregation Oct 3, 2022 Federated Learning
— Unverified PersA-FL: Personalized Asynchronous Federated Learning Oct 3, 2022 Federated Learning Meta-Learning
— Unverified Taming Fat-Tailed ("Heavier-Tailed'' with Potentially Infinite Variance) Noise in Federated Learning Oct 3, 2022 Federated Learning
— Unverified Distributed Non-Convex Optimization with One-Bit Compressors on Heterogeneous Data: Efficient and Resilient Algorithms Oct 3, 2022 Federated Learning Privacy Preserving
— Unverified FLCert: Provably Secure Federated Learning against Poisoning Attacks Oct 2, 2022 Federated Learning
— Unverified SAGDA: Achieving O(ε^-2) Communication Complexity in Federated Min-Max Learning Oct 2, 2022 Federated Learning
— Unverified Federated Representation Learning via Maximal Coding Rate Reduction Oct 1, 2022 Federated Learning Representation Learning
— Unverified Privacy-preserving Decentralized Federated Learning over Time-varying Communication Graph Oct 1, 2022 Computational Efficiency Federated Learning
— Unverified Kernel Normalized Convolutional Networks for Privacy-Preserving Machine Learning Sep 30, 2022 Federated Learning Privacy Preserving
— Unverified Vertical Semi-Federated Learning for Efficient Online Advertising Sep 30, 2022 Federated Learning Vertical Federated Learning
— Unverified FedTrees: A Novel Computation-Communication Efficient Federated Learning Framework Investigated in Smart Grids Sep 30, 2022 energy management Ensemble Learning
— Unverified Federated Training of Dual Encoding Models on Small Non-IID Client Datasets Sep 30, 2022 Federated Learning Representation Learning
— Unverified Blockchain-based Monitoring for Poison Attack Detection in Decentralized Federated Learning Sep 30, 2022 Federated Learning
— Unverified Fed-CBS: A Heterogeneity-Aware Client Sampling Mechanism for Federated Learning via Class-Imbalance Reduction Sep 30, 2022 Federated Learning Privacy Preserving
— Unverified Meta Knowledge Condensation for Federated Learning Sep 29, 2022 Federated Learning
— Unverified Label driven Knowledge Distillation for Federated Learning with non-IID Data Sep 29, 2022 Federated Learning Knowledge Distillation
— Unverified PrivMVMF: Privacy-Preserving Multi-View Matrix Factorization for Recommender Systems Sep 29, 2022 Federated Learning Privacy Preserving
— Unverified A Secure Federated Learning Framework for Residential Short Term Load Forecasting Sep 29, 2022 Demand Forecasting Federated Learning
— Unverified Federated Stain Normalization for Computational Pathology Sep 29, 2022 Diversity Federated Learning
Code Code Available Joint Optimization of Energy Consumption and Completion Time in Federated Learning Sep 29, 2022 CPU Federated Learning
— Unverified Momentum Gradient Descent Federated Learning with Local Differential Privacy Sep 28, 2022 Federated Learning Privacy Preserving
— Unverified FedVeca: Federated Vectorized Averaging on Non-IID Data with Adaptive Bi-directional Global Objective Sep 28, 2022 Federated Learning
— Unverified Securing Federated Learning against Overwhelming Collusive Attackers Sep 28, 2022 Federated Learning Privacy Preserving
— Unverified A Snapshot of the Frontiers of Client Selection in Federated Learning Sep 27, 2022 Federated Learning Privacy Preserving
— Unverified FedStack: Personalized activity monitoring using stacked federated learning Sep 27, 2022 Federated Learning
— Unverified 