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

Background: Software Package Registries (SPRs) are an integral part of the software supply
chain. These collaborative platforms unite contributors, users, and code for streamlined …

The proliferation of pre-trained models (PTMs) and datasets has led to the emergence of
centralized model hubs like Hugging Face, which facilitate collaborative development and …

Context Many engineering organizations are reimplementing and extending deep neural
networks from the research community. We describe this process as deep learning model …

Software engineers develop, fine-tune, and deploy deep learning (DL) models using a
variety of development frameworks and runtime environments. DL model converters move …

The availability of vast amounts of publicly accessible data of source code and the advances
in modern language models, coupled with increasing computational resources, have led to …

Software engineers develop, fine-tune, and deploy deep learning (DL) models using a
variety of development frameworks and runtime environments. DL model converters move …

The proliferation of open Pre-trained Language Models (PTLMs) on model registry platforms
like Hugging Face (HF) presents both opportunities and challenges for companies building …

Authors' addresses: Wenxin Jiang, Purdue University, West Lafayette, IN, USA, jiang784@
purdue. edu; Chingwo Cheung, Purdue University, West Lafayette, IN, USA, cheung59 …

The rise of machine learning (ML) and its embedding in systems has drastically changed the
engineering of software-intensive systems. Traditionally, software engineering focuses on …