conftrace_

statistical heterogeneity

13 papers

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Co-occurring keywords

federated learning (1333) personalized federated learning (50) adaptive aggregation (13) neural network (6616) client personalization (10) non-iid datum (109) client heterogeneity (44) data heterogeneity (115) distributed optimization (275) distributed learning (563)

Papers

PA3Fed: Period-Aware Adaptive Aggregation for Improved Federated Learning AAAI 2025
FedCM: Client Clustering and Migration in Federated Learning via Gradient Path Similarity and Update Direction Deviation IJCAI 2025
Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning NIPS 2024
A Kernel Perspective on Distillation-based Collaborative Learning NIPS 2024
FedASMU: Efficient Asynchronous Federated Learning with Dynamic Staleness-Aware Model Update AAAI 2024
FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation NIPS 2024
Federated Learning over Connected Modes NIPS 2024
FedALA: Adaptive Local Aggregation for Personalized Federated Learning AAAI 2023
Minimax Estimation for Personalized Federated Learning: An Alternative between FedAvg and Local Training? JMLR 2023
Neural Tangent Kernel Empowered Federated Learning ICML 2022
pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning NIPS 2022
Heterogeneity for the Win: One-Shot Federated Clustering ICML 2021
Behavior Mimics Distribution: Combining Individual and Group Behaviors for Federated Learning IJCAI 2021