Federated Bayesian Optimization via Thompson Sampling Oct 20, 2020 Bayesian Optimization Computational Efficiency
Code Code Available 5 FedClassAvg: Local Representation Learning for Personalized Federated Learning on Heterogeneous Neural Networks Oct 25, 2022 Federated Learning Personalized Federated Learning
Code Code Available 5 Federated Continual Learning with Weighted Inter-client Transfer Mar 6, 2020 Continual Learning Federated Learning
Code Code Available 5 FedCM: Federated Learning with Client-level Momentum Jun 21, 2021 Federated Learning
Code Code Available 5 Federated Foundation Models on Heterogeneous Time Series Dec 12, 2024 Anomaly Detection Federated Learning
Code Code Available 5 FedCMR: Federated Cross-Modal Retrieval Jul 1, 2021 Cross-Modal Retrieval Federated Learning
Code Code Available 5 Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Nov 18, 2021 COVID-19 Diagnosis Diagnostic
Code Code Available 5 FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware Scheduler Sep 26, 2023 Federated Learning
Code Code Available 5 FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated Learning Oct 6, 2023 Federated Learning
Code Code Available 5 FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients Feb 28, 2025 Federated Learning
Code Code Available 5 FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning Sep 4, 2020 Bayesian Inference Federated Learning
Code Code Available 5 An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available 5 FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Feb 28, 2022 Autonomous Driving Domain Generalization
Code Code Available 5 Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
Code Code Available 5 FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Sep 13, 2023 Federated Learning
Code Code Available 5 A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Nov 27, 2023 Federated Learning Privacy Preserving
Code Code Available 5 FedDefender: Client-Side Attack-Tolerant Federated Learning Jul 18, 2023 Federated Learning Knowledge Distillation
Code Code Available 5 FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Mar 10, 2021 Domain Generalization Federated Learning
Code Code Available 5 FedDisco: Federated Learning with Discrepancy-Aware Collaboration May 30, 2023 Federated Learning
Code Code Available 5 FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous Driving Sep 23, 2023 Autonomous Driving Domain Generalization
Code Code Available 5 Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks Jan 17, 2023 Federated Learning
Code Code Available 5 A Survey for Federated Learning Evaluations: Goals and Measures Aug 23, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
Code Code Available 5 APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning Feb 8, 2022 Federated Learning Privacy Preserving
Code Code Available 5 APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service Aug 17, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available 5 Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available 5 Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available 5 Federated Adaptation for Foundation Model-based Recommendations May 8, 2024 Federated Learning model
Code Code Available 5 Federated Class-Incremental Learning Mar 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available 5 Applied Federated Learning: Improving Google Keyboard Query Suggestions Dec 7, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available 5 FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning Sep 15, 2023 Data Augmentation Disentanglement
Code Code Available 5 Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification Jun 3, 2022 Deep Learning Federated Learning
Code Code Available 5 DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available 5 A Practical Recipe for Federated Learning Under Statistical Heterogeneity Experimental Design Jul 28, 2023 Experimental Design Federated Learning
Code Code Available 5 Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available 5 A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
Code Code Available 5 Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better Dec 18, 2021 Federated Learning
Code Code Available 5 FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning Aug 21, 2023 Federated Learning Knowledge Distillation
Code Code Available 5 ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available 5 BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available 5 Federated Generalized Bayesian Learning via Distributed Stein Variational Gradient Descent Sep 11, 2020 Bayesian Inference Federated Learning
Code Code Available 5 Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available 5 A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection Feb 7, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available 5 FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction Mar 22, 2022 Federated Learning image-classification
Code Code Available 5 