Efficient Wireless Federated Learning via Low-Rank Gradient Factorization Jan 15, 2024 Federated Learning Low-rank compression
Code Code Available Aggregation Delayed Federated Learning Aug 17, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available A Survey on Group Fairness in Federated Learning: Challenges, Taxonomy of Solutions and Directions for Future Research Oct 4, 2024 Fairness Federated Learning
Code Code Available Low-Resource Machine Translation through the Lens of Personalized Federated Learning Jun 18, 2024 Federated Learning Machine Translation
Code Code Available LR-XFL: Logical Reasoning-based Explainable Federated Learning Aug 24, 2023 Federated Learning Logical Reasoning
Code Code Available Federated LoRA with Sparse Communication Jun 7, 2024 Federated Learning
Code Code Available The Impact of Adversarial Node Placement in Decentralized Federated Learning Networks Nov 14, 2023 Federated Learning
Code Code Available Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning Feb 10, 2022 Federated Learning Personalized Federated Learning
Code Code Available FLStore: Efficient Federated Learning Storage for non-training workloads Mar 1, 2025 Federated Learning Privacy Preserving
Code Code Available Decentralized Hyper-Gradient Computation over Time-Varying Directed Networks Oct 5, 2022 Bilevel Optimization Federated Learning
Code Code Available FedVal: Different good or different bad in federated learning Jun 6, 2023 Fairness Federated Learning
Code Code Available LOKI: Large-scale Data Reconstruction Attack against Federated Learning through Model Manipulation Mar 21, 2023 Federated Learning Reconstruction Attack
Code Code Available M22: A Communication-Efficient Algorithm for Federated Learning Inspired by Rate-Distortion Jan 23, 2023 Federated Learning
Code Code Available SRATTA : Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning Jun 13, 2023 Federated Learning
Code Code Available FedVision: An Online Visual Object Detection Platform Powered by Federated Learning Jan 17, 2020 Federated Learning object-detection
Code Code Available Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning Jun 20, 2024 Federated Learning Model Poisoning
Code Code Available Personalized Federated Deep Learning for Pain Estimation From Face Images Jan 12, 2021 Deep Learning Federated Learning
Code Code Available Secure Aggregation is Not Private Against Membership Inference Attacks Mar 26, 2024 Federated Learning Privacy Preserving
Code Code Available Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often! Jun 9, 2023 Federated Learning
Code Code Available The Impact of Data Distribution on Fairness and Robustness in Federated Learning Nov 29, 2021 Fairness Federated Learning
Code Code Available Defending against Reconstruction Attacks through Differentially Private Federated Learning for Classification of Heterogeneous Chest X-Ray Data May 6, 2022 Binary Classification Federated Learning
Code Code Available FACT: Federated Adversarial Cross Training Jun 1, 2023 Domain Adaptation Federated Learning
Code Code Available Understanding Training-Data Leakage from Gradients in Neural Networks for Image Classification Nov 19, 2021 Attribute Federated Learning
Code Code Available FAA-CLIP: Federated Adversarial Adaptation of CLIP Feb 26, 2025 Domain Adaptation Federated Learning
Code Code Available FeDXL: Provable Federated Learning for Deep X-Risk Optimization Oct 26, 2022 Federated Learning
Code Code Available Exploring Selective Layer Fine-Tuning in Federated Learning Aug 28, 2024 Federated Learning Privacy Preserving
Code Code Available Federated Learning with Unreliable Clients: Performance Analysis and Mechanism Design May 10, 2021 Federated Learning
Code Code Available Stabilized Proximal-Point Methods for Federated Optimization Jul 9, 2024 Federated Learning
Code Code Available Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning Aug 14, 2023 Brain Computer Interface EEG
Code Code Available Personalized Federated Learning: A Unified Framework and Universal Optimization Techniques Feb 19, 2021 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis Apr 26, 2023 Clustering Fault Diagnosis
Code Code Available FEDZIP: A Compression Framework for Communication-Efficient Federated Learning Feb 2, 2021 BIG-bench Machine Learning Clustering
Code Code Available Cross-Silo Heterogeneous Model Federated Multitask Learning Feb 17, 2022 Federated Learning model
Code Code Available Defending Against Diverse Attacks in Federated Learning Through Consensus-Based Bi-Level Optimization Dec 3, 2024 Federated Learning Metaheuristic Optimization
Code Code Available Anomaly Detection through Unsupervised Federated Learning Sep 9, 2022 Anomaly Detection Federated Learning
Code Code Available Using Autoencoders on Differentially Private Federated Learning GANs Jun 24, 2022 Avg Denoising
Code Code Available Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection Feb 8, 2025 Anomaly Detection Computational Efficiency
Code Code Available Aligning Logits Generatively for Principled Black-Box Knowledge Distillation May 21, 2022 Federated Learning Knowledge Distillation
Code Code Available Federated Learning with Reduced Information Leakage and Computation Oct 10, 2023 Federated Learning Privacy Preserving
Code Code Available Federated Learning with Only Positive Labels Apr 21, 2020 Federated Learning Multi-class Classification
Code Code Available Marginal and training-conditional guarantees in one-shot federated conformal prediction May 21, 2024 Conformal Prediction Federated Learning
Code Code Available MARINA: Faster Non-Convex Distributed Learning with Compression Feb 15, 2021 All Federated Learning
Code Code Available A generic framework for privacy preserving deep learning Nov 9, 2018 Deep Learning Federated Learning
Code Code Available The More is not the Merrier: Investigating the Effect of Client Size on Federated Learning Apr 11, 2025 Edge-computing Federated Learning
Code Code Available Masked Autoencoders are Efficient Continual Federated Learners Jun 6, 2023 Continual Learning Federated Learning
Code Code Available Federated Learning with Non-IID Data Jun 2, 2018 Federated Learning
Code Code Available Masked Autoencoders are Parameter-Efficient Federated Continual Learners Nov 4, 2024 Continual Learning Federated Learning
Code Code Available A Framework for testing Federated Learning algorithms using an edge-like environment Jul 17, 2024 Edge-computing Federated Learning
Code Code Available FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare Apr 15, 2025 Benchmarking Diagnostic
Code Code Available An Interpretable Client Decision Tree Aggregation process for Federated Learning Apr 3, 2024 Federated Learning
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