@conference{SAFLe_2026,

title = {Single-Round Scalable Analytic Federated Learning},

author = {Alan Bacellar and Mustafa Munir and Felipe M. G. Fran\c{c}a and Priscila M. V. Lima and Radu Marculescu and Lizy K. John},

url = {https://openaccess.thecvf.com/content/CVPR2026/papers/Bacellar_Single-Round_Scalable_Analytic_Federated_Learning_CVPR_2026_paper.pdf},

year  = {2026},

date = {2026-06-01},

booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},

keywords = {Federated Learning},

pubstate = {published},

tppubtype = {conference}

}

@conference{loca,

title = {Federated Continual Learning for Monocular Depth Estimation in Dynamic Indoor Environments},

author = {Allen-Jasmin Farcas and Hyun Joon Song and Radu Marculescu},

url = {https://ieeexplore.ieee.org/document/11096257},

year  = {2025},

date = {2025-06-09},

urldate = {2025-06-09},

booktitle = {21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT 2025)},

keywords = {Continual Learning, Federated Learning, Monocular Depth Estimation},

pubstate = {published},

tppubtype = {conference}

}

@conference{liti,

title = {Demo Abstract: Lightweight Training and Inference for Self-Supervised Depth Estimation on Edge Devices},

author = {Allen-Jasmin Farcas and Radu Marculescu},

url = {https://dl.acm.org/doi/10.1145/3715014.3724373},

year  = {2025},

date = {2025-05-07},

urldate = {2025-05-07},

booktitle = {Proceedings of the 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys 2025)},

keywords = {Edge AI, Efficient Inference, Federated Learning, Monocular Depth Estimation, Self-Supervised Learning},

pubstate = {published},

tppubtype = {conference}

}

@conference{chessfl,

title = {CHESSFL: Clustering Hierarchical Embeddings for Semi-Supervised Federated Learning},

author = {Allen-Jasmin Farcas and Myungjin Lee and Ali Payani and Ramana Rao Kompella and Hugo Latapie and Radu Marculescu},

url = {https://ieeexplore.ieee.org/document/10562180},

year  = {2024},

date = {2024-05-13},

urldate = {2024-05-13},

booktitle = {Proceedings of the 9th ACM/IEEE Conference on Internet of Things Design and Implementation},

keywords = {Federated Learning, Hierarchical Federated Learning, Semi-supervised learning},

pubstate = {published},

tppubtype = {conference}

}

@conference{DemoIoTDI2023,

title = {Demo Abstract: A Hardware Prototype Targeting Federated Learning with User Mobility and Device Heterogeneity},

author = {Farcas, Allen-Jasmin and Marculescu, Radu},

url = {https://dl.acm.org/doi/abs/10.1145/3576842.3589160},

year  = {2023},

date = {2023-05-10},

urldate = {2023-05-10},

booktitle = {International Conference on Internet-of-Things Design and Implementation (IoTDI)},

keywords = {Edge AI, Federated Learning, Internet of Things, Mobility},

pubstate = {published},

tppubtype = {conference}

}

@conference{IoTDI2023,

title = {MOHAWK: Mobility and Heterogeneity-Aware Dynamic Community Selection for Hierarchical Federated Learning},

author = {Allen-Jasmin Farcas and Myungjin Lee and Ramana Rao Kompella and Hugo Latapie and Gustavo de Veciana and Radu Marculescu},

url = {https://dl.acm.org/doi/abs/10.1145/3576842.3582378},

year  = {2023},

date = {2023-05-09},

urldate = {2023-05-09},

booktitle = {Proceedings of the 8th ACM/IEEE Conference on Internet of Things Design and Implementation},

keywords = {Edge AI, Federated Learning, Internet of Things, Mobility},

pubstate = {published},

tppubtype = {conference}

}