Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available Differentially Private Vertical Federated Clustering Aug 2, 2022 Clustering Federated Learning
Code Code Available Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available Distantly Supervised Relation Extraction in Federated Settings Aug 12, 2020 Denoising Federated Learning
Code Code Available A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
Code Code Available Adaptive Test-Time Personalization for Federated Learning Oct 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics Nov 20, 2022 Federated Learning
Code Code Available Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Oct 15, 2021 Federated Learning
Code Code Available Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape May 19, 2023 Federated Learning
Code Code Available EasyFL: A Low-code Federated Learning Platform For Dummies May 17, 2021 Federated Learning Privacy Preserving
Code Code Available FedGiA: An Efficient Hybrid Algorithm for Federated Learning May 3, 2022 Federated Learning
Code Code Available TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Mar 13, 2023 Continual Learning Exemplar-Free
Code Code Available Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available Efficient On-device Training via Gradient Filtering Jan 1, 2023 Federated Learning image-classification
Code Code Available Efficient Personalized Federated Learning via Sparse Model-Adaptation May 4, 2023 Federated Learning model
Code Code Available Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization Mar 18, 2022 Federated Learning Personalized Federated Learning
Code Code Available Active Membership Inference Attack under Local Differential Privacy in Federated Learning Feb 24, 2023 Federated Learning Inference Attack
Code Code Available End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things Mar 30, 2020 Federated Learning
Code Code Available A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
Code Code Available Energy-Latency Attacks via Sponge Poisoning Mar 14, 2022 Classification Federated Learning
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things Mar 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models Oct 12, 2024 Arithmetic Reasoning Federated Learning
Code Code Available Non-IID Quantum Federated Learning with One-shot Communication Complexity Sep 2, 2022 Federated Learning
Code Code Available A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee Aug 1, 2021 Federated Learning
Code Code Available A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning Jun 11, 2021 Federated Learning Vertical Federated Learning
Code Code Available Exploring Deep Reinforcement Learning-Assisted Federated Learning for Online Resource Allocation in Privacy-Persevering EdgeIoT Feb 15, 2022 Deep Reinforcement Learning Edge-computing
Code Code Available Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation Apr 14, 2022 Federated Learning Privacy Preserving
Code Code Available Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity May 26, 2024 Diversity Fairness
Code Code Available Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching Mar 12, 2025 Fairness Federated Learning
Code Code Available Fast Federated Learning by Balancing Communication Trade-Offs May 23, 2021 Federated Learning Privacy Preserving
Code Code Available Fast Federated Learning in the Presence of Arbitrary Device Unavailability Jun 8, 2021 Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee Oct 26, 2021 Decision Making Federated Learning
Code Code Available A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available Feature Inference Attack on Model Predictions in Vertical Federated Learning Oct 20, 2020 Federated Learning Inference Attack
Code Code Available A Distributed Trust Framework for Privacy-Preserving Machine Learning Jun 3, 2020 BIG-bench Machine Learning Data Poisoning
Code Code Available FedALA: Adaptive Local Aggregation for Personalized Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction May 26, 2022 Domain Generalization Federated Learning
Code Code Available FedAUX: Leveraging Unlabeled Auxiliary Data in Federated Learning Feb 4, 2021 Federated Learning Unsupervised Pre-training
Code Code Available An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications Apr 24, 2023 Federated Learning
Code Code Available FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Feb 15, 2021 Autonomous Driving Federated Learning
Code Code Available Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
Code Code Available FedCL: Federated Multi-Phase Curriculum Learning to Synchronously Correlate User Heterogeneity Nov 14, 2022 Federated Learning Knowledge Distillation
Code Code Available FedCM: Federated Learning with Client-level Momentum Jun 21, 2021 Federated Learning
Code Code Available ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI May 10, 2024 Data Augmentation Federated Learning
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