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researcher

J. Romberg

82 papers hereh-index 4538.4k citations266 works total

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

author position
  • sole author1
  • first author1
  • middle author25
  • last author54

Across the 81 of 82 papers where every author was matched, so the position is known.

fields
  • cs.IT21
  • math.OC14
  • cs.LG11
  • eess.SP6
  • math.NA6
  • cs.CV4
same name
  • J. Romberg — 7 papers, h 4
  • J. Romberg — 1 paper, h 3

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20042023
most citedSparsity and Incoherence in Compressive Sampling

2.1k citations · 4.6k across the 69 of their papers we have counts for

collaborators
Showing 2019 · cs.LGShow all

2 papers · 2 filters

cs.LG2019

Hardware-aware Pruning of DNNs using LFSR-Generated Pseudo-Random Indices

Foroozan Karimzadeh, Ningyuan Cao, Brian Crafton +2

Deep neural networks (DNNs) have been emerged as the state-of-the-art algorithms in broad range of applications. To reduce the memory foot-print of DNNs, in particular for embedded…

cs.LG2019★ 20 cited

Fast Compressive Sensing Recovery Using Generative Models with Structured Latent Variables

Shaojie Xu, Sihan Zeng, Justin Romberg

Deep learning models have significantly improved the visual quality and accuracy on compressive sensing recovery. In this paper, we propose an algorithm for signal reconstruction f…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.