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Nicholas M. Synovic

11 papers hereh-index 8299 citations16 works total

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

author position
  • first author2
  • middle author9

Across the 11 of 11 papers where every author was matched, so the position is known.

fields
  • cs.SE10
  • cs.CV1

identity via Semantic Scholar / OpenAlex

activity
20222026
most citedAn Empirical Study of Pre-Trained Model Reuse in the Hugging Face Deep Learning Model Registry

4 citations · 10 across the 11 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

cs.SE2024★ 1 cited

What do we know about Hugging Face? A systematic literature review and quantitative validation of qualitative claims

Jason Jones, Wenxin Jiang, Nicholas Synovic +2

Background: Collaborative Software Package Registries (SPRs) are an integral part of the software supply chain. Much engineering work synthesizes SPR package into applications. Pri…

cs.SE2024

Reusing Deep Learning Models: Challenges and Directions in Software Engineering

James C. Davis, Purvish Jajal, Wenxin Jiang +3

Deep neural networks (DNNs) achieve state-of-the-art performance in many areas, including computer vision, system configuration, and question-answering. However, DNNs are expensive…

cs.SE2024★ 1 cited

PeaTMOSS: A Dataset and Initial Analysis of Pre-Trained Models in Open-Source Software

Wenxin Jiang, Jerin Yasmin, Jason Jones +6

The development and training of deep learning models have become increasingly costly and complex. Consequently, software engineers are adopting pre-trained models (PTMs) for their…

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