Search Results - "non-iid data"

Faster Convergence on Heterogeneous Federated Edge Learning: An Adaptive Clustered Data Sharing Approach

Hu, G., Teng, Y., Wang, N., Han, Z.

AP-CFL: Clustered Federated Learning Through Dynamic Clustering and Adaptive Participation in Heterogeneous IoT

Cao, Y., Ma, J., He, Z., Li, Y.

Graph-Based Joint Client Clustering and Resource Allocation for Wireless Distributed Learning: A New Hierarchical Federated Learning Framework With Non-IID Data

Yu, E., Liu, S., Li, Q., Chen, H., Poor, H.V., Shamai, S.

AMFL: Resource-Efficient Adaptive Metaverse-Based Federated Learning for the Human-Centric Augmented Reality Applications

Qiao, D., Qian, L., Guo, S., Zhao, J., Zhou, P.

Pioneering Eco-Efficiency in Cloud Computing: The Carbon-Conscious Federated Reinforcement Learning (CCFRL) Approach

Seo, E., Elmroth, E.

Cyber Attacks Prevention Toward Prosumer-Based EV Charging Stations: An Edge-Assisted Federated Prototype Knowledge Distillation Approach

Zou, L., Hieu Vo, Q., Kim, K., Le, H.Q., Myaet Thwal, C., Zhang, C., Seon Hong, C.

Personalized Federated Learning for Smart Healthcare Using SDN-Driven Edge Computing

Basu, Deborsi, Chaudhary, Ritu, Ghosh, Uttam, Datta, Raja

SoutheastCon 2025

ClusterPredict: Enhancing Federated Clustering by Combining Global and Local Parameters

Ni, Mingliang, Sun, Chaochao

2025 27th International Conference on Advanced Communications Technology (ICACT)

FedProx-Based Federated Transfer Learning for Efficient Model Personalization in Healthcare

Das, Avirup, Saha, Dibakar

2025 International Conference on Ambient Intelligence in Health Care (ICAIHC)

Optimizing Proximity Strategy for Federated Learning Node Selection in the Space-Air–Ground Information Network for Smart Cities

Wang, W., Li, P., Li, S., Zhang, J., Zhou, Z., Oliver Wu, D., Kyung Kim, D., Zhang, G., Gong, P.

FedSiam-DA: Dual-Aggregated Federated Learning via Siamese Network for Non-IID Data

Wang, X., Wang, Y., Yang, M., Li, F., Wu, X., Fan, L., He, S.

Tree-Based Personalized Clustered Federated Learning: A Driver Stress Monitoring Through Physiological Data Case Study

Rafi, H., Benezeth, Y., Song, F.Y., Reynaud, P., Arnoux, E., Demonceaux, C.

DP-FedCMRS: Privacy-Preserving Federated Learning Algorithm to Solve Heterogeneous Data

Zhang, Y., Long, S., Liu, G., Zhang, J.

Federated Conditional Variational Auto Encoders for Cyber Threat Intelligence: Tackling Non-IID Data in SDN Environments

Kazmi, S.H.A., Hassan, R., Qamar, F., Nisar, K., Al-Betar, M.A.

FedDrip: Federated Learning With Diffusion-Generated Synthetic Image

Huangsuwan, K., Liu, T., See, S., Beng Ng, A., Vateekul, P.

Multi-Modal Federated Learning for Cancer Staging Over Non-IID Datasets With Unbalanced Modalities

Borazjani, K., Khosravan, N., Ying, L., Hosseinalipour, S.

DEEPFL: A Differential Evolution-Based Framework for Privacy Protection and Poisoning Attack Defense in Maritime Edge Computing

Han, C., Yang, T., Cui, Z., Sun, X.

FeDistSlice: Federated Policy Distillation for Collaborative Intelligence in Multi-Tenant RAN Slicing

Sun, G., Ayepah-Mensah, D., Huan, C., Boateng, G.O., Liu, G.

Task Selection and Resource Optimization in Multi-Task Federated Learning With Model Decomposition

Sun, H., Chen, M., Yang, Z., Pan, Y., Cang, Y., Zhang, Z.

Object Re-Identification Based on Federated Incremental Subgradient Proximal Optimization

Kang, L., Zhao, C., Huang, J.