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system heterogeneity

10 papers

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Co-occurring keywords · papers mentioning both

federated learning (9) statistical heterogeneity (2) data heterogeneity (2) model aggregation (2) knowledge distillation (2) model compression (2) straggler tolerance (1) renyi correlation (1) adaptive local model (1) sub-model extraction (1)

Papers

FedLAGC: Towards High Performance System-Heterogeneous Federated Learning via Layer-Adaptive Submodel Extraction and Gradient Correction AAAI 2026 MSCFL: Model Structure-Aware Clustered Federated Learning for System Heterogeneity and Data Drift AAAI 2026 Federated Rényi Fair Inference in Federated Heterogeneous System UAI 2025 Breaking Barriers of System Heterogeneity: Straggler-Tolerant Multimodal Federated Learning via Knowledge Distillation IJCAI 2024 FedASMU: Efficient Asynchronous Federated Learning with Dynamic Staleness-Aware Model Update AAAI 2024 Internal Cross-layer Gradients for Extending Homogeneity to Heterogeneity in Federated Learning ICLR 2024 On the Role of Server Momentum in Federated Learning AAAI 2024 Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity CVPR 2023 Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning ICLR 2023 FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout NeurIPS 2021