ByzFL: Research Framework for Robust Federated Learning May 30, 2025 Benchmarking Federated Learning
Code Code Available Knowledge-Aware Federated Active Learning with Non-IID Data Nov 24, 2022 Active Learning Federated Learning
Code Code Available Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available LAMP: Extracting Text from Gradients with Language Model Priors Feb 17, 2022 Federated Learning Language Modeling
Code Code Available C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available L-DAWA: Layer-wise Divergence Aware Weight Aggregation in Federated Self-Supervised Visual Representation Learning Jul 14, 2023 Federated Learning Representation Learning
Code Code Available Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Nov 18, 2021 COVID-19 Diagnosis Diagnostic
Code Code Available Learn From Others and Be Yourself in Heterogeneous Federated Learning Jan 1, 2022 Continual Learning Federated Learning
Code Code Available Learning from History for Byzantine Robust Optimization Dec 18, 2020 Federated Learning Stochastic Optimization
Code Code Available Collaboration Equilibrium in Federated Learning Aug 18, 2021 Federated Learning
Code Code Available CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities Jul 11, 2024 Data Augmentation Federated Learning
Code Code Available CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available Bias Propagation in Federated Learning Sep 5, 2023 Fairness Federated Learning
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network Jun 17, 2023 Backdoor Attack Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning 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 Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Aug 26, 2020 Diversity Federated Learning
Code Code Available Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning Feb 8, 2022 Federated Learning Privacy Preserving
Code Code Available APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service Aug 17, 2023 Federated Learning Privacy Preserving
Code Code Available Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration Sep 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization Federated Learning
Code Code Available CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available Applied Federated Learning: Improving Google Keyboard Query Suggestions Dec 7, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning Oct 6, 2022 Federated Learning
Code Code Available Catastrophic Data Leakage in Vertical Federated Learning Dec 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available Enhancing Efficiency in Multidevice Federated Learning through Data Selection Nov 8, 2022 Federated Learning
Code Code Available DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
Code Code Available CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning 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 Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available Communication Efficient and Provable Federated Unlearning Jan 19, 2024 Federated Learning
Code Code Available Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data Jul 15, 2022 Federated Learning Model Compression
Code Code Available Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection Feb 7, 2023 Federated Learning Privacy Preserving
Code Code Available Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification Jan 20, 2025 Federated Learning image-classification
Code Code Available Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
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