Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available FedOBD: Opportunistic Block Dropout for Efficiently Training Large-scale Neural Networks through Federated Learning Aug 10, 2022 Federated Learning
Code Code Available Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 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 FedRA: A Random Allocation Strategy for Federated Tuning to Unleash the Power of Heterogeneous Clients Nov 19, 2023 Federated Learning
Code Code Available FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Jun 28, 2022 Contrastive Learning Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available FedScale: Benchmarking Model and System Performance of Federated Learning at Scale May 24, 2021 Benchmarking Federated Learning
Code Code Available Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available FedSim: Similarity guided model aggregation for Federated Learning Nov 2, 2021 Federated Learning model
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning Dec 14, 2023 Computational Efficiency Federated Learning
Code Code Available Fedstellar: A Platform for Decentralized Federated Learning Jun 16, 2023 Federated Learning
Code Code Available Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data Aug 18, 2021 Federated Learning Privacy Preserving
Code Code Available FedTP: Federated Learning by Transformer Personalization Nov 3, 2022 Federated Learning Personalized Federated Learning
Code Code Available A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity May 23, 2024 Federated Learning Sensitivity
Code Code Available FeSViBS: Federated Split Learning of Vision Transformer with Block Sampling Jun 26, 2023 Federated Learning
Code Code Available Fine-tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning Mar 17, 2022 Data-free Knowledge Distillation Federated Learning
Code Code Available FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot 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 FLAME: Differentially Private Federated Learning in the Shuffle Model Sep 17, 2020 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 FLDetector: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clients Jul 19, 2022 Federated Learning Model Poisoning
Code Code Available Flexible Clustered Federated Learning for Client-Level Data Distribution Shift Aug 22, 2021 Federated Learning
Code Code Available FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning Oct 23, 2022 Backdoor Attack backdoor defense
Code Code Available Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available FL_PyTorch: optimization research simulator for federated learning Feb 7, 2022 Federated Learning GPU
Code Code Available FLTracer: Accurate Poisoning Attack Provenance in Federated Learning Oct 20, 2023 Anomaly Detection Federated Learning
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 CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching Apr 27, 2024 Fairness Federated Learning
Code Code Available FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Oct 27, 2024 Federated Learning
Code Code Available Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction Feb 6, 2025 Federated Learning MRI Reconstruction
Code Code Available Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning Mar 9, 2025 Federated Learning
Code Code Available GIFD: A Generative Gradient Inversion Method with Feature Domain Optimization Aug 9, 2023 Federated Learning Image Generation
Code Code Available GPT-FL: Generative Pre-trained Model-Assisted Federated Learning Jun 3, 2023 Diversity Federated Learning
Code Code Available Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix Jun 10, 2021 Federated Learning
Code Code Available Gradient-Leakage Resilient Federated Learning Jul 2, 2021 Federated Learning Privacy Preserving
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available GPFedRec: Graph-guided Personalization for Federated Recommendation May 13, 2023 Federated Learning Privacy Preserving
Code Code Available Greedy Shapley Client Selection for Communication-Efficient Federated Learning Dec 14, 2023 Federated Learning
Code Code Available Group Distributionally Robust Dataset Distillation with Risk Minimization Feb 7, 2024 Dataset Distillation Federated Learning
Code Code Available Confidence-aware Personalized Federated Learning via Variational Expectation Maximization May 21, 2023 Federated Learning Personalized Federated Learning
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