Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation Feb 16, 2022 Brain Tumor Segmentation Federated Learning
Code Code Available 5 Adversarially Guided Stateful Defense Against Backdoor Attacks in Federated Deep Learning Oct 15, 2024 Federated Learning
Code Code Available 5 Explainable Federated Bayesian Causal Inference and Its Application in Advanced Manufacturing Jan 10, 2025 Causal Inference Explainable artificial intelligence
Code Code Available 5 Equipping Federated Graph Neural Networks with Structure-aware Group Fairness Oct 18, 2023 Fairness Federated Learning
Code Code Available 5 RAIFLE: Reconstruction Attacks on Interaction-based Federated Learning with Adversarial Data Manipulation Oct 29, 2023 Federated Learning Information Retrieval
Code Code Available 5 Randomized Quantization is All You Need for Differential Privacy in Federated Learning Jun 20, 2023 All Federated Learning
Code Code Available 5 Clustered Federated Learning via Embedding Distributions Jun 9, 2025 Clustering Domain Adaptation
Code Code Available 5 Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints Oct 4, 2019 Clustering Federated Learning
Code Code Available 5 Reactive Orchestration for Hierarchical Federated Learning Under a Communication Cost Budget Dec 4, 2024 Federated Learning
Code Code Available 5 Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Jun 9, 2025 Deep Reinforcement Learning Federated Learning
Code Code Available 5 Clustered Federated Learning based on Nonconvex Pairwise Fusion Nov 8, 2022 Federated Learning
Code Code Available 5 Estimation of Microphone Clusters in Acoustic Sensor Networks using Unsupervised Federated Learning Feb 5, 2021 Clustering Federated Learning
Code Code Available 5 Ensemble Distillation for Robust Model Fusion in Federated Learning Jun 12, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Redefining non-IID Data in Federated Learning for Computer Vision Tasks: Migrating from Labels to Embeddings for Task-Specific Data Distributions Mar 17, 2025 Federated Learning
Code Code Available 5 Energy Prediction using Federated Learning Jan 22, 2023 Federated Learning Prediction
Code Code Available 5 Enhanced Security and Privacy via Fragmented Federated Learning Jul 13, 2022 Federated Learning
Code Code Available 5 EPISODE: Episodic Gradient Clipping with Periodic Resampled Corrections for Federated Learning with Heterogeneous Data Feb 14, 2023 Federated Learning
Code Code Available 5 Evaluating Federated Kolmogorov-Arnold Networks on Non-IID Data Oct 11, 2024 Federated Learning Kolmogorov-Arnold Networks
Code Code Available 5 Explicit Personalization and Local Training: Double Communication Acceleration in Federated Learning May 22, 2023 Federated Learning
Code Code Available 5 Enable the Right to be Forgotten with Federated Client Unlearning in Medical Imaging Jul 2, 2024 Federated Learning
Code Code Available 5 Encrypted machine learning of molecular quantum properties Dec 5, 2022 Federated Learning molecular representation
Code Code Available 5 Embedding Byzantine Fault Tolerance into Federated Learning via Virtual Data-Driven Consistency Scoring Plugin Nov 15, 2024 Federated Learning image-classification
Code Code Available 5 Empowering Data Mesh with Federated Learning Mar 26, 2024 Decision Making Federated Learning
Code Code Available 5 A Potential Game Perspective in Federated Learning Nov 18, 2024 Federated Learning
Code Code Available 5 CrowdGuard: Federated Backdoor Detection in Federated Learning Oct 14, 2022 Federated Learning Outlier Detection
Code Code Available 5 Revealing and Protecting Labels in Distributed Training Oct 31, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available 5 Embedding-Based Federated Data Sharing via Differentially Private Conditional VAEs Jul 3, 2025 Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning via Clipped Uniform Quantization May 22, 2024 Federated Learning Quantization
Code Code Available 5 SemiSFL: Split Federated Learning on Unlabeled and Non-IID Data Jul 29, 2023 Clustering Federated Learning
Code Code Available 5 Robust Aggregation for Federated Learning Dec 31, 2019 Additive models Federated Learning
Code Code Available 5 Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection Dec 31, 2023 Diversity Federated Learning
Code Code Available 5 Client-specific Property Inference against Secure Aggregation in Federated Learning Mar 7, 2023 Federated Learning
Code Code Available 5 DP-RTFL: Differentially Private Resilient Temporal Federated Learning for Trustworthy AI in Regulated Industries May 27, 2025 Federated Learning Privacy Preserving
Code Code Available 5 Robust Federated Learning Against Poisoning Attacks: A GAN-Based Defense Framework Mar 26, 2025 Federated Learning Generative Adversarial Network
Code Code Available 5 Efficient Federated Intrusion Detection in 5G ecosystem using optimized BERT-based model Sep 28, 2024 Federated Learning Intrusion Detection
Code Code Available 5 Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability Sep 26, 2024 Federated Learning
Code Code Available 5 Robust Knowledge Distillation in Federated Learning: Counteracting Backdoor Attacks Feb 1, 2025 Federated Learning Knowledge Distillation
Code Code Available 5 Robust One Round Federated Learning with Predictive Space Bayesian Inference Jun 20, 2022 Bayesian Inference Federated Learning
Code Code Available 5 Efficient Vertical Federated Learning Method for Ridge Regression of Large-Scale Samples via Least-Squares Solution Oct 26, 2022 Data Integration Federated Learning
Code Code Available 5 End-to-End Verifiable Decentralized Federated Learning Apr 19, 2024 Federated Learning
Code Code Available 5 Effective Heterogeneous Federated Learning via Efficient Hypernetwork-based Weight Generation Jul 3, 2024 Federated Learning
Code Code Available 5 Safe-EF: Error Feedback for Nonsmooth Constrained Optimization May 9, 2025 Federated Learning
Code Code Available 5 Effectiveness of Federated Learning and CNN Ensemble Architectures for Identifying Brain Tumors Using MRI Images Aug 28, 2022 Federated Learning
Code Code Available 5 EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning Jun 16, 2025 Computational Efficiency Federated Learning
Code Code Available 5 Client-Edge-Cloud Hierarchical Federated Learning May 16, 2019 Federated Learning
Code Code Available 5 DROP: Poison Dilution via Knowledge Distillation for Federated Learning Feb 10, 2025 Data Poisoning Federated Learning
Code Code Available 5 EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated Learning Oct 2, 2024 Fairness Federated Learning
Code Code Available 5 E-3SFC: Communication-Efficient Federated Learning with Double-way Features Synthesizing Feb 5, 2025 Federated Learning Scheduling
Code Code Available 5 Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning Feb 8, 2025 Anomaly Detection Federated Learning
Code Code Available 5 Towards Energy-Aware Federated Learning on Battery-Powered Clients Aug 9, 2022 Fairness Federated Learning
Code Code Available 5 