Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things Sep 29, 2023 Benchmarking Federated Learning
Code Code Available FedAS: Bridging Inconsistency in Personalized Federated Learning Jan 1, 2024 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 Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated 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 Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available FedCFA: Alleviating Simpson's Paradox in Model Aggregation with Counterfactual Federated Learning Dec 25, 2024 counterfactual Distributed Optimization
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack 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 Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware Scheduler Sep 26, 2023 Federated Learning
Code Code Available Adaptive Federated Optimization Feb 29, 2020 Federated Learning
Code Code Available FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated Learning Oct 6, 2023 Federated Learning
Code Code Available FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks Nov 22, 2021 Benchmarking Federated Learning
Code Code Available FedDANE: A Federated Newton-Type Method Jan 7, 2020 Distributed Optimization Federated Learning
Code Code Available FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction Mar 22, 2022 Federated Learning image-classification
Code Code Available FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning Sep 15, 2023 Data Augmentation Disentanglement
Code Code Available FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Mar 10, 2021 Domain Generalization Federated Learning
Code Code Available FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Sep 13, 2023 Federated Learning
Code Code Available FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning Sep 4, 2020 Bayesian Inference Federated Learning
Code Code Available FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Feb 28, 2022 Autonomous Driving Domain Generalization
Code Code Available FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs Aug 29, 2022 Federated Learning Graph Learning
Code Code Available Federated Adaptation for Foundation Model-based Recommendations May 8, 2024 Federated Learning model
Code Code Available Federated Bayesian Optimization via Thompson Sampling Oct 20, 2020 Bayesian Optimization Computational Efficiency
Code Code Available Federated Class-Incremental Learning Mar 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available An Efficient Approach for Cross-Silo Federated Learning to Rank Jun 21, 2021 Federated Learning Learning-To-Rank
Code Code Available FedMood: Federated Learning on Mobile Health Data for Mood Detection Feb 6, 2021 BIG-bench Machine Learning Depression Detection
Code Code Available Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Oct 3, 2022 Domain Generalization Federated Learning
Code Code Available Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning Dec 16, 2020 Federated Learning Intrusion Detection
Code Code Available Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available Federated Foundation Models on Heterogeneous Time Series Dec 12, 2024 Anomaly Detection Federated Learning
Code Code Available ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available Federated Knowledge Distillation Nov 4, 2020 Federated Learning Knowledge Distillation
Code Code Available Federated Learning-based Vehicle Trajectory Prediction against Cyberattacks Jun 14, 2023 Federated Learning Prediction
Code Code Available Federated Learning Enables Big Data for Rare Cancer Boundary Detection Apr 22, 2022 Boundary Detection Federated Learning
Code Code Available A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
Code Code Available Federated Learning for ASR based on Wav2vec 2.0 Feb 20, 2023 Federated Learning Language Modeling
Code Code Available Federated Learning for Malware Detection in IoT Devices Apr 15, 2021 Federated Learning Malware Detection
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
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