Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available Hiding in Plain Sight: Disguising Data Stealing Attacks in Federated Learning Jun 5, 2023 Decoder Federated Learning
Code Code Available How to Combine Variational Bayesian Networks in Federated Learning Jun 22, 2022 Federated Learning image-classification
Code Code Available Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging Jun 8, 2022 Computed Tomography (CT) CT Reconstruction
Code Code Available IBM Federated Learning: an Enterprise Framework White Paper V0.1 Jul 22, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available Implicit Model Specialization through DAG-based Decentralized Federated Learning Nov 1, 2021 Federated Learning
Code Code Available Improving Transferability of Network Intrusion Detection in a Federated Learning Setup Jan 7, 2024 Federated Learning Intrusion Detection
Code Code Available FL-Market: Trading Private Models in Federated Learning Jun 8, 2021 Federated Learning Privacy Preserving
Code Code Available Intrusion Detection with Segmented Federated Learning for Large-Scale Multiple LANs Sep 28, 2020 Federated Learning Intrusion Detection
Code Code Available Inverting Gradients -- How easy is it to break privacy in federated learning? Mar 31, 2020 Federated Learning
Code Code Available Joint Privacy Enhancement and Quantization in Federated Learning Aug 23, 2022 Federated Learning Privacy Preserving
Code Code Available Knowledge-Aware Federated Active Learning with Non-IID Data Nov 24, 2022 Active Learning Federated Learning
Code Code Available Label Inference Attacks Against Vertical Federated Learning Oct 10, 2022 Federated Learning Vertical Federated Learning
Code Code Available Label Leakage and Protection in Two-party Split Learning Feb 17, 2021 Federated Learning Vocal Bursts Valence Prediction
Code Code Available Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available Collaboration Equilibrium in Federated Learning Aug 18, 2021 Federated Learning
Code Code Available Learning to Transmit with Provable Guarantees in Wireless Federated Learning Apr 18, 2023 Federated Learning
Code Code Available Lightwave Power Transfer for Federated Learning-based Wireless Networks Apr 11, 2020 Federated Learning
Code Code Available Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization May 29, 2024 Federated Learning
Code Code Available Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning Oct 31, 2024 Federated Learning
Code Code Available Lockdown: Backdoor Defense for Federated Learning with Isolated Subspace Training Sep 21, 2023 backdoor defense Distributed Computing
Code Code Available LotteryFL: Personalized and Communication-Efficient Federated Learning with Lottery Ticket Hypothesis on Non-IID Datasets Aug 7, 2020 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 ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning 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 Meta-HAR: Federated Representation Learning for Human Activity Recognition May 31, 2021 Activity Prediction Activity Recognition
Code Code Available CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available Mitigating Communications Threats in Decentralized Federated Learning through Moving Target Defense Jul 21, 2023 CPU Federated Learning
Code Code Available Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs Feb 7, 2025 Federated Learning Medical Question Answering
Code Code Available mixEEG: Enhancing EEG Federated Learning for Cross-subject EEG Classification with Tailored mixup Apr 7, 2025 Domain Adaptation EEG
Code Code Available ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available Modeling Global Distribution for Federated Learning with Label Distribution Skew Dec 17, 2022 Federated Learning Generative Adversarial Network
Code Code Available Model-sharing Games: Analyzing Federated Learning Under Voluntary Participation Oct 2, 2020 Federated Learning
Code Code Available A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available Multi-Armed Bandit Based Client Scheduling for Federated Learning Jul 5, 2020 Federated Learning Scheduling
Code Code Available Multi-Center Federated Learning: Clients Clustering for Better Personalization Aug 19, 2021 Clustering Decision Making
Code Code Available Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning Mar 3, 2021 Federated Learning Image Reconstruction
Code Code Available Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results Jan 16, 2020 Domain Adaptation Federated Learning
Code Code Available Multi-Stage Hybrid Federated Learning over Large-Scale D2D-Enabled Fog Networks Jul 18, 2020 Federated Learning
Code Code Available Neurotoxin: Durable Backdoors in Federated Learning Jun 12, 2022 Backdoor Attack Federated Learning
Code Code Available Node Selection Toward Faster Convergence for Federated Learning on Non-IID Data May 14, 2021 Federated Learning
Code Code Available Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data Aug 7, 2023 Contrastive Learning Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach Feb 24, 2021 Federated Learning Generative Adversarial Network
Code Code Available OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification Feb 15, 2022 Federated Learning Inference Attack
Code Code Available Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features Apr 28, 2022 Federated Learning Privacy Preserving
Code Code Available Learning from History for Byzantine Robust Optimization Dec 18, 2020 Federated Learning Stochastic Optimization
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