non-iid data

Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better AAAI 2022 Federated Learning with Partial Model Personalization ICML 2022 FedInv: Byzantine-Robust Federated Learning by Inversing Local Model Updates AAAI 2022 FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks NAACL 2022 Fine-Tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning CVPR 2022 Generalized Federated Learning via Sharpness Aware Minimization ICML 2022 HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images AAAI 2022 Layer-Wised Model Aggregation for Personalized Federated Learning CVPR 2022 Pretrained Models for Multilingual Federated Learning NAACL 2022 Respecting Transfer Gap in Knowledge Distillation NeurIPS 2022 RSCFed: Random Sampling Consensus Federated Semi-Supervised Learning CVPR 2022 SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data AAAI 2022 Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning ICLR 2021 Addressing Class Imbalance in Federated Learning AAAI 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 FedBN: Federated Learning on Non-IID Features via Local Batch Normalization ICLR 2021 Federated Graph Classification over Non-IID Graphs NeurIPS 2021 Federated Learning for Non-IID Data via Unified Feature Learning and Optimization Objective Alignment ICCV 2021 FedMix: Approximation of Mixup under Mean Augmented Federated Learning ICLR 2021 Learning with Group Noise AAAI 2021 No Fear of Heterogeneity: Classifier Calibration for Federated Learning with Non-IID Data NeurIPS 2021 Personalized Cross-Silo Federated Learning on Non-IID Data AAAI 2021 Towards Flexible Device Participation in Federated Learning AISTATS 2021