Exploiting Label Skews in Federated Learning with Model Concatenation Dec 11, 2023 Federated Learning image-classification
Code Code Available 5 A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning Jun 11, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available 5 Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks Mar 13, 2025 Federated Learning Privacy Preserving
Code Code Available 5 Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning Aug 19, 2021 All Fairness
Code Code Available 5 CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available 5 Model-Contrastive Federated Learning Mar 30, 2021 Contrastive Learning Federated Learning
Code Code Available 5 Modeling Global Distribution for Federated Learning with Label Distribution Skew Dec 17, 2022 Federated Learning Generative Adversarial Network
Code Code Available 5 Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available 5 Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices Mar 4, 2021 Distributed Optimization Federated Learning
Code Code Available 5 FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available 5 Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available 5 Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching Mar 12, 2025 Fairness Federated Learning
Code Code Available 5 Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity May 26, 2024 Diversity Fairness
Code Code Available 5 Fast-FedUL: A Training-Free Federated Unlearning with Provable Skew Resilience May 28, 2024 Backdoor Attack Data Poisoning
Code Code Available 5 Multi-Level Branched Regularization for Federated Learning Jul 14, 2022 Federated Learning Knowledge Distillation
Code Code Available 5 Fast-Convergent Federated Learning via Cyclic Aggregation Oct 29, 2022 Federated Learning
Code Code Available 5 Fast Federated Learning by Balancing Communication Trade-Offs May 23, 2021 Federated Learning Privacy Preserving
Code Code Available 5 FedAUX: Leveraging Unlabeled Auxiliary Data in Federated Learning Feb 4, 2021 Federated Learning Unsupervised Pre-training
Code Code Available 5 Navigating Data Heterogeneity in Federated Learning A Semi-Supervised Federated Object Detection Oct 26, 2023 Autonomous Driving Federated Learning
Code Code Available 5 Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee Oct 26, 2021 Decision Making Federated Learning
Code Code Available 5 Node Selection Toward Faster Convergence for Federated Learning on Non-IID Data May 14, 2021 Federated Learning
Code Code Available 5 Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities Jun 17, 2024 Federated Learning
Code Code Available 5 Feature Inference Attack on Model Predictions in Vertical Federated Learning Oct 20, 2020 Federated Learning Inference Attack
Code Code Available 5 Feature-based Federated Transfer Learning: Communication Efficiency, Robustness and Privacy May 15, 2024 Federated Learning image-classification
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 ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available 5 ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available 5 FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise Dec 20, 2023 Federated Learning Image Segmentation
Code Code Available 5 FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning Jul 9, 2021 Federated Learning
Code Code Available 5 A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available 5 FedALA: Adaptive Local Aggregation for Personalized Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available 5 One-Shot Federated Conformal Prediction Feb 13, 2023 Conformal Prediction Federated Learning
Code Code Available 5 One-shot Federated Learning via Synthetic Distiller-Distillate Communication Dec 6, 2024 Data-free Knowledge Distillation Federated Learning
Code Code Available 5 Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available 5 Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available 5 FedBABU: Towards Enhanced Representation for Federated Image Classification Jun 4, 2021 Classification Federated Learning
Code Code Available 5 FedBEVT: Federated Learning Bird's Eye View Perception Transformer in Road Traffic Systems Apr 4, 2023 Autonomous Driving 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 FedCMR: Federated Cross-Modal Retrieval Jul 1, 2021 Cross-Modal Retrieval Federated Learning
Code Code Available 5 Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available 5 FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Feb 15, 2021 Autonomous Driving Federated Learning
Code Code Available 5 FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization May 4, 2023 Federated Learning global-optimization
Code Code Available 5 FedCD: Improving Performance in non-IID Federated Learning Jun 17, 2020 Federated Learning
Code Code Available 5 Optimal Accounting of Differential Privacy via Characteristic Function Jun 16, 2021 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 Federated Transfer Learning for EEG Signal Classification Apr 26, 2020 Classification Domain Adaptation
Code Code Available 5 FedCFA: Alleviating Simpson's Paradox in Model Aggregation with Counterfactual Federated Learning Dec 25, 2024 counterfactual Distributed Optimization
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 FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data Nov 17, 2022 Classifier calibration Federated Learning
Code Code Available 5 