conftrace_

non-iid datum

109 papers

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Co-occurring keywords

federated learning (1333) model aggregation (156) personalized model (89) knowledge distillation (3725) distributed learning (563) domain adaptation (4595) data heterogeneity (115) privacy preservation (380) convergence analysis (395) client selection (23)

Papers

Convergence Analysis of Federated Learning Methods Using Backward Error Analysis AAAI 2025
A Simple Data Augmentation for Feature Distribution Skewed Federated Learning CVPR 2025
Rethinking the Representation in Federated Unsupervised Learning with Non-IID Data CVPR 2024
FedAS: Bridging Inconsistency in Personalized Federated Learning CVPR 2024
FBLG: A Local Graph Based Approach for Handling Dual Skewed Non-IID Data in Federated Learning IJCAI 2024
FedUV: Uniformity and Variance for Heterogeneous Federated Learning CVPR 2024
BOBA: Byzantine-Robust Federated Learning with Label Skewness AISTATS 2024
HyperPrism: An Adaptive Non-linear Aggregation Framework for Distributed Machine Learning over Non-IID Data and Time-varying Communication Links NIPS 2024
LEAP: Optimization Hierarchical Federated Learning on Non-IID Data with Coalition Formation Game IJCAI 2024
Confusion-Resistant Federated Learning via Diffusion-Based Data Harmonization on Non-IID Data NIPS 2024
Dual Calibration-based Personalised Federated Learning IJCAI 2024
On-Demand Federated Learning for Arbitrary Target Class Distributions AISTATS 2024
Fisher Information-based Efficient Curriculum Federated Learning with Large Language Models EMNLP 2024
Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data NIPS 2024
FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation NIPS 2024
FedST: Federated Style Transfer Learning for Non-IID Image Segmentation AAAI 2024
Federated Causality Learning with Explainable Adaptive Optimization AAAI 2024
Exploiting Label Skews in Federated Learning with Model Concatenation AAAI 2024
Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning NIPS 2024
Knowledge-Aware Parameter Coaching for Personalized Federated Learning AAAI 2024
Optimizing the Collaboration Structure in Cross-Silo Federated Learning ICML 2023
FedABC: Targeting Fair Competition in Personalized Federated Learning AAAI 2023
Federated Cross Learning for Medical Image Segmentation MIDL 2023
HyperFed: Hyperbolic Prototypes Exploration with Consistent Aggregation for Non-IID Data in Federated Learning IJCAI 2023
Multi-Metrics Adaptively Identifies Backdoors in Federated Learning ICCV 2023