Federated Self-supervised Learning for Video Understanding Jul 5, 2022 Action Recognition Federated Learning
Code Code Available 5 Federated Self-Training for Semi-Supervised Audio Recognition Jul 14, 2021 Audio Classification Federated Learning
Code Code Available 5 Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition Oct 26, 2020 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available 5 Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Nov 15, 2022 Federated Learning
Code Code Available 5 Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data Oct 23, 2024 Entity Alignment Federated Learning
Code Code Available 5 Federated Unlearning: A Survey on Methods, Design Guidelines, and Evaluation Metrics Jan 10, 2024 Federated Learning
Code Code Available 5 Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available 5 Deep Federated Learning for Autonomous Driving Oct 12, 2021 Autonomous Driving Federated Learning
Code Code Available 5 FedFA: Federated Feature Augmentation Jan 30, 2023 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 A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
Code Code Available 5 DeceFL: A Principled Decentralized Federated Learning Framework Jul 15, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Adaptive Test-Time Personalization for Federated Learning Oct 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available 5 FedAUX: Leveraging Unlabeled Auxiliary Data in Federated Learning Feb 4, 2021 Federated Learning Unsupervised Pre-training
Code Code Available 5 A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
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 DESTRESS: Computation-Optimal and Communication-Efficient Decentralized Nonconvex Finite-Sum Optimization Oct 4, 2021 Federated Learning
Code Code Available 5 Dual-Personalizing Adapter for Federated Foundation Models Mar 28, 2024 Federated Learning
Code Code Available 5 Device Heterogeneity in Federated Learning: A Superquantile Approach Feb 25, 2020 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 Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Oct 15, 2021 Federated Learning
Code Code Available 5 Differentially private cross-silo federated learning Jul 10, 2020 Federated Learning
Code Code Available 5 DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available 5 Differentially Private Federated Learning on Heterogeneous Data Nov 17, 2021 Federated Learning
Code Code Available 5 Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available 5 FEDIC: Federated Learning on Non-IID and Long-Tailed Data via Calibrated Distillation Apr 30, 2022 Federated Learning Long-tail Learning
Code Code Available 5 Differentially Private Learning with Adaptive Clipping May 9, 2019 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 TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Mar 13, 2023 Continual Learning Exemplar-Free
Code Code Available 5 Differentially Private Vertical Federated Clustering Aug 2, 2022 Clustering Federated Learning
Code Code Available 5 DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
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 Dopamine: Differentially Private Federated Learning on Medical Data Jan 27, 2021 Federated Learning
Code Code Available 5 Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform Jul 8, 2021 BIG-bench Machine Learning Binary Classification
Code Code Available 5 Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation Apr 14, 2022 Federated Learning Privacy Preserving
Code Code Available 5 FedLP: Layer-wise Pruning Mechanism for Communication-Computation Efficient Federated Learning Mar 11, 2023 Federated Learning
Code Code Available 5 An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available 5 BAFFLE: A Baseline of Backpropagation-Free Federated Learning Jan 28, 2023 Federated Learning Quantization
Code Code Available 5 FACMIC: Federated Adaptative CLIP Model for Medical Image Classification Oct 8, 2024 Domain Adaptation Federated Learning
Code Code Available 5 An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available 5 FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning Apr 7, 2020 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 FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Jul 11, 2024 Diversity Federated Learning
Code Code Available 5 Federated Learning Meets Multi-objective Optimization Jun 20, 2020 Fairness Federated Learning
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 Exploiting Shared Representations for Personalized Federated Learning Feb 14, 2021 Federated Learning Meta-Learning
Code Code Available 5 Edge Federated Learning Via Unit-Modulus Over-The-Air Computation Jan 28, 2021 Autonomous Driving Federated Learning
Code Code Available 5 Efficient Personalized Federated Learning via Sparse Model-Adaptation May 4, 2023 Federated Learning model
Code Code Available 5 Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Jun 27, 2022 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 