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2021

11.

Yang, Yuedong; Xue, Zihui; Marculescu, Radu

Anytime Depth Estimation with Limited Sensing and Computation Capabilities on Mobile Devices Inproceedings

In: The Conference on Robot Learning, 2021.

BibTeX | Tags: Dynamic networks, Edge AI, Embedded Systems, Systems

10.

Li, Guihong; Mandal, Sumit K; Ogras, Umit Y; Marculescu, Radu

FLASH: Fast Neural Architecture Search with Hardware Optimization Journal Article

In: ACM Transactions on Embedded Computing Systems, 20 (63), pp. 1-26, 2021.

Links | BibTeX | Tags: Edge AI, Embedded Systems, Model Compression & Optimization, Neural Architecture Search

2020

9.

Chen, Wei; Bhardwaj, Kartikeya; Marculescu, Radu

FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning Journal Article

In: The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) , 2020.

Links | BibTeX | Tags: Edge AI, Federated Learning

8.

Farcas, Allen-Jasmin; Li, Guihong; Bhardwaj, Kartikeya; Marculescu, Radu

A Hardware Prototype Targeting Distributed Deep Learning for On-Device Inference Inproceedings

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp. 398–399, 2020.

Links | BibTeX | Tags: Edge AI, Model Compression & Optimization

7.

Lin, Ching-Yi; Marculescu, Radu

Model Personalization for Human Activity Recognition Inproceedings

In: 2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), pp. 1–7, IEEE 2020.

Links | BibTeX | Tags: Edge AI, Federated Learning

6.

Marculescu, Radu; Marculescu, Diana; Ogras, Umit

Edge AI: Systems Design and ML for IoT Data Analytics Inproceedings

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

5.

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

4.

Bhardwaj, Kartikeya; Suda, Naveen; Marculescu, Radu

Dream distillation: A data-independent model compression framework Journal Article

In: arXiv preprint arXiv:1905.07072, 2019.

Links | BibTeX | Tags: Edge AI, Model Compression & Optimization

3.

Bhardwaj, Kartikeya; Lin, Ching-Yi; Sartor, Anderson; Marculescu, Radu

Memory-and communication-aware model compression for distributed deep learning inference on iot Journal Article

In: ACM Transactions on Embedded Computing Systems (TECS), 18 (5s), pp. 1–22, 2019.

Links | BibTeX | Tags: Edge AI, Featured, Model Compression & Optimization, Networks

2.

Sartor, Anderson Luiz; Becker, Pedro Henrique Exenberger; Wong, Stephan; Marculescu, Radu; Beck, Antonio Carlos Schneider

Machine Learning-Based Processor Adaptability Targeting Energy, Performance, and Reliability Inproceedings

In: 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 158–163, IEEE 2019.

Links | BibTeX | Tags: Edge AI, Embedded Systems, Model Compression & Optimization, Systems

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