Labeling Chaos to Learning Harmony: Federated Learning with Noisy Labels Aug 19, 2022 Federated Learning Learning with noisy labels
Code Code Available Fidel: Reconstructing Private Training Samples from Weight Updates in Federated Learning Jan 1, 2021 Federated Learning
Code Code Available FilFL: Client Filtering for Optimized Client Participation in Federated Learning Feb 13, 2023 Federated Learning
Code Code Available Accurate Forgetting for Heterogeneous Federated Continual Learning Feb 20, 2025 Continual Learning Federated Learning
Code Code Available Financial Data Analysis with Robust Federated Logistic Regression Apr 28, 2025 Federated Learning Multi-class Classification
Code Code Available One-Shot Federated Learning: Theoretical Limits and Algorithms to Achieve Them May 12, 2019 Federated Learning
Code Code Available Federated Learning: Challenges, Methods, and Future Directions Aug 21, 2019 BIG-bench Machine Learning Distributed Optimization
Code Code Available Robust Smart Home Face Recognition under Starving Federated Data Nov 10, 2022 Adversarial Attack Face Recognition
Code Code Available Secure Communication Model For Quantum Federated Learning: A Post Quantum Cryptography (PQC) Framework Apr 26, 2023 Federated Learning
Code Code Available Federated Learning with Intermediate Representation Regularization Oct 28, 2022 Federated Learning
Code Code Available STDLens: Model Hijacking-Resilient Federated Learning for Object Detection Mar 21, 2023 Federated Learning object-detection
Code Code Available Maximum Knowledge Orthogonality Reconstruction with Gradients in Federated Learning Oct 30, 2023 Federated Learning
Code Code Available Personalized Federated Learning on Long-Tailed Data via Adversarial Feature Augmentation Mar 27, 2023 Federated Learning Personalized Federated Learning
Code Code Available MDA: Availability-Aware Federated Learning Client Selection Nov 25, 2022 Federated Learning
Code Code Available Fingerprint Attack: Client De-Anonymization in Federated Learning Sep 12, 2023 Clustering Federated Learning
Code Code Available MD-GAN: Multi-Discriminator Generative Adversarial Networks for Distributed Datasets Nov 9, 2018 Federated Learning
Code Code Available Robustness analytics to data heterogeneity in edge computing Feb 12, 2020 Edge-computing Federated Learning
Code Code Available CO-DEFEND: Continuous Decentralized Federated Learning for Secure DoH-Based Threat Detection Apr 2, 2025 Federated Learning Intrusion Detection
Code Code Available PARDON: Privacy-Aware and Robust Federated Domain Generalization Oct 30, 2024 Contrastive Learning Domain Generalization
Code Code Available DEeR: Deviation Eliminating and Noise Regulating for Privacy-preserving Federated Low-rank Adaptation Oct 16, 2024 Federated Learning Privacy Preserving
Code Code Available Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning Feb 24, 2017 Deep Learning Federated Learning
Code Code Available FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition Aug 30, 2024 Decoder Federated Learning
Code Code Available Federated Learning With Individualized Privacy Through Client Sampling Jan 29, 2025 Federated Learning
Code Code Available Exploring Data Redundancy in Real-world Image Classification through Data Selection Jun 25, 2023 Active Learning Continual Learning
Code Code Available F-KANs: Federated Kolmogorov-Arnold Networks Jul 29, 2024 Classification Federated Learning
Code Code Available (FL)^2: Overcoming Few Labels in Federated Semi-Supervised Learning Oct 30, 2024 Federated Learning
Code Code Available STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks Nov 12, 2021 Federated Learning
Code Code Available Medical Federated Model with Mixture of Personalized and Sharing Components Jun 26, 2023 Federated Learning Tumor Segmentation
Code Code Available Deep Modeling and Optimization of Medical Image Classification May 29, 2025 Avg Classification
Code Code Available Sparse Personalized Federated Learning Jul 12, 2021 Diversity Federated Learning
Code Code Available Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities May 20, 2024 Computational Efficiency Federated Learning
Code Code Available Federated Learning with Heterogeneous Data Handling for Robust Vehicular Object Detection May 2, 2024 Autonomous Driving Federated Learning
Code Code Available Memory-adaptive Depth-wise Heterogenous Federated Learning Mar 8, 2023 Federated Learning
Code Code Available Memory-aware curriculum federated learning for breast cancer classification Jul 6, 2021 Breast Cancer Detection Cancer Classification
Code Code Available Navigating Alignment for Non-identical Client Class Sets: A Label Name-Anchored Federated Learning Framework Jan 1, 2023 Federated Learning
Code Code Available DeepMediX: A Deep Learning-Driven Resource-Efficient Medical Diagnosis Across the Spectrum Jul 1, 2023 Computational Efficiency Diagnostic
Code Code Available Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning Jun 9, 2021 Continual Learning Federated Learning
Code Code Available Federated Learning with a Single Shared Image Jun 18, 2024 Federated Learning Knowledge Distillation
Code Code Available FLaPS: Federated Learning and Privately Scaling Sep 13, 2020 Federated Learning
Code Code Available Personalized Federated Learning via Heterogeneous Modular Networks Oct 26, 2022 Federated Learning Personalized Federated Learning
Code Code Available Masked Random Noise for Communication Efficient Federated Learning Aug 6, 2024 Federated Learning
Code Code Available An Interactive Framework for Implementing Privacy-Preserving Federated Learning: Experiments on Large Language Models Feb 11, 2025 Federated Learning Privacy Preserving
Code Code Available Privacy and Accuracy Implications of Model Complexity and Integration in Heterogeneous Federated Learning Nov 29, 2023 Federated Learning Inference Attack
Code Code Available Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs Aug 16, 2019 Federated Learning
Code Code Available Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning Nov 5, 2024 Adversarial Attack Federated Learning
Code Code Available Exploiting Unintended Feature Leakage in Collaborative Learning May 10, 2018 Federated Learning
Code Code Available Federated Learning via Plurality Vote Oct 6, 2021 Federated Learning Quantization
Code Code Available UniFed: A Universal Federation of a Mixture of Highly Heterogeneous Medical Image Classification Tasks Jul 29, 2024 Federated Learning image-classification
Code Code Available Explicit Personalization and Local Training: Double Communication Acceleration in Federated Learning May 22, 2023 Federated Learning
Code Code Available Benchmarking Federated Learning for Semantic Datasets: Federated Scene Graph Generation Dec 11, 2024 Benchmarking Federated Learning
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