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2023

10.

Li, Guihong; Bhardwaj, Kartikeya; Yang, Yuedong; Marculescu, Radu

TIPS: Topologically Important Path Sampling for Anytime Neural Networks Conference

International Conference on Machine Learning (ICML), 2023.

Links | BibTeX | Tags: Dynamic networks, Edge AI, Featured, Internet of Things, Model Compression & Optimization, Neural Architecture Search

9.

Munir, Mustafa; Avery, William; Marculescu, Radu

MobileViG: Graph-Based Sparse Attention for Mobile Vision Applications Conference

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2023.

Links | BibTeX | Tags: Deep Learning Architecture, Edge AI, Internet of Things

8.

Farcas, Allen-Jasmin; Marculescu, Radu

Demo Abstract: A Hardware Prototype Targeting Federated Learning with User Mobility and Device Heterogeneity Conference

International Conference on Internet-of-Things Design and Implementation (IoTDI), 2023.

Links | BibTeX | Tags: Edge AI, Federated Learning, Internet of Things, Mobility

7.

Farcas, Allen-Jasmin; Lee, Myungjin; Kompella, Ramana Rao; Latapie, Hugo; de Veciana, Gustavo; Marculescu, Radu

MOHAWK: Mobility and Heterogeneity-Aware Dynamic Community Selection for Hierarchical Federated Learning Conference

Proceedings of the 8th ACM/IEEE Conference on Internet of Things Design and Implementation, 2023.

Links | BibTeX | Tags: Edge AI, Federated Learning, Internet of Things, Mobility

6.

Yang, Yuedong; Li, Guihong; Marculescu, Radu

Efficient On-device Training via Gradient Filtering Conference

The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023.

Links | BibTeX | Tags: Edge AI, Internet of Things, On-device Training, Systems

2022

5.

Farcas, Allen-Jasmin; Chen, Xiaohan; Wang, Zhangyang; Marculescu, Radu

Model Elasticity for Hardware Heterogeneity in Federated Learning Systems Proceedings Article

In: Proceedings of the 1st ACM Workshop on Data Privacy and Federated Learning Technologies for Mobile Edge Network (FedEdge), pp. 19-24, 2022.

Links | BibTeX | Tags: Edge AI, Federated Learning, Internet of Things, Model Compression & Optimization, Systems

4.

Krishnakumar, Anish; Ogras, Umit Y; Marculescu, Radu; Kishinevsky, Michael; Mudge, Trevor

Domain-Specific Architectures (DSAs): Research Problems and Promising Approaches Journal Article

In: ACM Transactions on Embedded Computing Systems (TECS), 2022.

Links | BibTeX | Tags: Edge AI, Embedded Systems, Internet of Things, Systems

2020

3.

Marculescu, Radu; Marculescu, Diana; Ogras, Umit

Edge AI: Systems Design and ML for IoT Data Analytics Proceedings Article

In: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 3565–3566, 2020.

Links | BibTeX | Tags: Edge AI, Internet of Things, Systems

2.

Bhardwaj, Kartikeya; Chen, Wei; Marculescu, Radu

New Directions in Distributed Deep Learning: Bringing the Network at Forefront of IoT Design Journal Article

In: arXiv preprint arXiv:2008.10805, 2020.

Links | BibTeX | Tags: Edge AI, Internet of Things

2019

1.

Bhardwaj, Kartikeya; Suda, Naveen; Marculescu, Radu

EdgeAI: A Vision for Deep Learning in IoT Era Journal Article

In: IEEE Design & Test, 2019.

Links | BibTeX | Tags: Edge AI, Internet of Things