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Papers
AsyncFL: Asynchronous Federated Learning Using Majority Voting with Quantized Model Updates (Student Abstract)
AAAI 2022
Avoid Overfitting User Specific Information in Federated Keyword Spotting
Interspeech 2022
Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization
ICML 2022
Bridging Differential Privacy and Byzantine-Robustness via Model Aggregation
IJCAI 2022
Class-Wise Adaptive Self Distillation for Federated Learning on Non-IID Data (Student Abstract)
AAAI 2022
Contribution-Aware Federated Learning for Smart Healthcare
AAAI 2022
Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation
EMNLP 2022
Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization
ICLR 2022
Factorized-FL: Personalized Federated Learning with Parameter Factorization & Similarity Matching
NeurIPS 2022
FedCC: Federated Learning with Consensus Confirmation for Byzantine Attack Resistance (Student Abstract)
AAAI 2022
FedDC: Federated Learning With Non-IID Data via Local Drift Decoupling and Correction
CVPR 2022
Federated Learning with Positive and Unlabeled Data
ICML 2022
FedProto: Federated Prototype Learning across Heterogeneous Clients
AAAI 2022
Fine-Tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning
CVPR 2022
Hybrid Local SGD for Federated Learning with Heterogeneous Communications
ICLR 2022
Layer-Wised Model Aggregation for Personalized Federated Learning
CVPR 2022
On Bridging Generic and Personalized Federated Learning for Image Classification
ICLR 2022
RSCFed: Random Sampling Consensus Federated Semi-Supervised Learning
CVPR 2022
SASH: Efficient secure aggregation based on SHPRG for federated learning
UAI 2022
BASGD: Buffered Asynchronous SGD for Byzantine Learning
ICML 2021
Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning
ICML 2021
Collaborative Unsupervised Visual Representation Learning From Decentralized Data
ICCV 2021
Cross-Gradient Aggregation for Decentralized Learning from Non-IID Data
ICML 2021
Data-Free Knowledge Distillation for Heterogeneous Federated Learning
ICML 2021
Decentralised Learning from Independent Multi-Domain Labels for Person Re-Identification
AAAI 2021