Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning Sep 28, 2023 Domain Generalization Federated Learning
Code Code Available 5 Distributed Dynamic Map Fusion via Federated Learning for Intelligent Networked Vehicles Mar 5, 2021 Federated Learning Knowledge Distillation
Code Code Available 5 Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent May 16, 2017 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Generative Models for Effective ML on Private, Decentralized Datasets Nov 15, 2019 Federated Learning
Code Code Available 5 Federated Learning with Partial Model Personalization Apr 8, 2022 Federated Learning model
Code Code Available 5 BAFFLE: A Baseline of Backpropagation-Free Federated Learning Jan 28, 2023 Federated Learning Quantization
Code Code Available 5 Federated Learning with Spiking Neural Networks Jun 11, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Dopamine: Differentially Private Federated Learning on Medical Data Jan 27, 2021 Federated Learning
Code Code Available 5 Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping Jun 13, 2025 Anomaly Detection Anomaly Detection In Surveillance Videos
Code Code Available 5 Gradient-Leakage Resilient Federated Learning Jul 2, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning Oct 13, 2021 Adversarial Attack Federated Learning
Code Code Available 5 GPFedRec: Graph-guided Personalization for Federated Recommendation May 13, 2023 Federated Learning Privacy Preserving
Code Code Available 5 DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics Nov 20, 2022 Federated Learning
Code Code Available 5 Dual-Personalizing Adapter for Federated Foundation Models Mar 28, 2024 Federated Learning
Code Code Available 5 Group Knowledge Transfer: Federated Learning of Large CNNs at the Edge Jul 28, 2020 Federated Learning Knowledge Distillation
Code Code Available 5 HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images Dec 20, 2021 Federated Learning image-classification
Code Code Available 5 Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning Jul 29, 2020 Data Poisoning 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 Omnidirectional Transfer for Quasilinear Lifelong Learning Apr 27, 2020 Federated Learning Lifelong learning
Code Code Available 5 Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape May 19, 2023 Federated Learning
Code Code Available 5 Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available 5 Efficient passive membership inference attack in federated learning Oct 31, 2021 Federated Learning Inference Attack
Code Code Available 5 FedGiA: An Efficient Hybrid Algorithm for Federated Learning May 3, 2022 Federated Learning
Code Code Available 5 Hybrid Batch Normalisation: Resolving the Dilemma of Batch Normalisation in Federated Learning May 28, 2025 Federated Learning
Code Code Available 5 Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles Between Client Data Subspaces Sep 21, 2022 Federated Learning
Code Code Available 5 Efficient On-device Training via Gradient Filtering Jan 1, 2023 Federated Learning image-classification
Code Code Available 5 Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation Mar 17, 2022 Entity Embeddings Federated Learning
Code Code Available 5 Differentially Private Federated Learning: A Client Level Perspective Dec 20, 2017 Federated Learning Privacy Preserving
Code Code Available 5 FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available 5 A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available 5 Efficient Personalized Federated Learning via Sparse Model-Adaptation May 4, 2023 Federated Learning model
Code Code Available 5 Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization Mar 18, 2022 Federated Learning Personalized Federated Learning
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 EHRFL: Federated Learning Framework for Institution-Specific Model Construction using Electronic Health Records Apr 20, 2024 Federated Learning
Code Code Available 5 Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available 5 Improving Transferability of Network Intrusion Detection in a Federated Learning Setup Jan 7, 2024 Federated Learning Intrusion Detection
Code Code Available 5 Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
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 FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning Feb 9, 2024 All Federated Learning
Code Code Available 5 Inverting Gradients - How easy is it to break privacy in federated learning? Dec 1, 2020 Federated Learning
Code Code Available 5 End-to-End Speech Recognition from Federated Acoustic Models Apr 29, 2021 2k 4k
Code Code Available 5 Enhancing One-Shot Federated Learning Through Data and Ensemble Co-Boosting Feb 23, 2024 Federated Learning
Code Code Available 5 Energy-Latency Attacks via Sponge Poisoning Mar 14, 2022 Classification Federated Learning
Code Code Available 5 Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging May 17, 2022 Federated Learning Medical Image Analysis
Code Code Available 5 Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach Feb 24, 2021 Federated Learning Generative Adversarial Network
Code Code Available 5 Evaluating Gradient Inversion Attacks and Defenses in Federated Learning Nov 30, 2021 Federated 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 Proportional Fairness in Federated Learning Feb 3, 2022 Fairness Federated Learning
Code Code Available 5 Learn distributed GAN with Temporary Discriminators Jul 17, 2020 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 