Differentially Private Learning with Adaptive Clipping May 9, 2019 Federated Learning
Code Code Available 5 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction Sep 12, 2019 Distributed Optimization Federated Learning
Code Code Available 5 Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Sep 12, 2022 Federated Learning image-classification
Code Code Available 5 Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available 5 Communication Efficient and Provable Federated Unlearning Jan 19, 2024 Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available 5 Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
Code Code Available 5 Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data Jul 15, 2022 Federated Learning Model Compression
Code Code Available 5 An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available 5 Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing May 29, 2024 Edge-computing Federated Learning
Code Code Available 5 An Empirical Study of Personalized Federated Learning Jun 27, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning with Compensated Overlap-FedAvg Dec 12, 2020 Data Compression Federated Learning
Code Code Available 5 CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available 5 A New Federated Learning Framework Against Gradient Inversion Attacks Dec 10, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Communication-Efficient Learning of Deep Networks from Decentralized Data Feb 17, 2016 Federated Learning Speech Recognition
Code Code Available 5 Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning Jan 24, 2022 Federated Learning Second-order methods
Code Code Available 5 Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available 5 Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection Mar 18, 2025 Federated Learning Generative Adversarial Network
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 Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
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 A Practical Recipe for Federated Learning Under Statistical Heterogeneity Experimental Design Jul 28, 2023 Experimental Design Federated Learning
Code Code Available 5 DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available 5 CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness 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 Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available 5 ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing Jun 8, 2020 CPU Federated Learning
Code Code Available 5 Data Poisoning Attacks Against Federated Learning Systems Jul 16, 2020 Data Poisoning Federated Learning
Code Code Available 5 Data Valuation and Detections in Federated Learning Nov 9, 2023 Data Valuation Federated Learning
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 Decentralized Federated Learning: Balancing Communication and Computing Costs Jul 26, 2021 Federated Learning
Code Code Available 5 Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available 5 Adaptive Federated Optimization Feb 29, 2020 Federated Learning
Code Code Available 5 Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available 5 Deep Federated Learning for Autonomous Driving Oct 12, 2021 Autonomous Driving Federated Learning
Code Code Available 5 Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning 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 Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks Jan 17, 2023 Federated Learning
Code Code Available 5 Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection Mar 11, 2025 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 Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available 5 Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available 5 Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off Feb 10, 2024 Federated Learning
Code Code Available 5 ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available 5 A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available 5 DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available 5 CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available 5 Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available 5 