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Brian Q. Nguyen

3 papers hereh-index 370 citations4 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG1
  • cs.NI1
  • eess.SY1

identity via Semantic Scholar / OpenAlex

activity
20192021
most citedGuardians of the Deep Fog: Failure-Resilient DNN Inference from Edge to Cloud

22 citations · 24 across the 3 of their papers we have counts for

collaborators

3 papers

eess.SY2021

Integrated Framework of Vehicle Dynamics, Instabilities, Energy Models, and Sparse Flow Smoothing Controllers

Jonathan W. Lee, George Gunter, Rabie Ramadan +25

This work presents an integrated framework of: vehicle dynamics models, with a particular attention to instabilities and traffic waves; vehicle energy models, with particular atten…

cs.LG2020★ 2 cited

ResiliNet: Failure-Resilient Inference in Distributed Neural Networks

Ashkan Yousefpour, Brian Q. Nguyen, Siddartha Devic +5

Federated Learning aims to train distributed deep models without sharing the raw data with the centralized server. Similarly, in distributed inference of neural networks, by partit…

cs.NI2019★ 22 cited

Guardians of the Deep Fog: Failure-Resilient DNN Inference from Edge to Cloud

Ashkan Yousefpour, Siddartha Devic, Brian Q. Nguyen +4

Partitioning and distributing deep neural networks (DNNs) over physical nodes such as edge, fog, or cloud nodes, could enhance sensor fusion, and reduce bandwidth and inference lat…

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