Large language model supply chain: A research agenda

S Wang, Y Zhao, X Hou, H Wang - ACM Transactions on Software …, 2024 - dl.acm.org
The rapid advancement of large language models (LLMs) has revolutionized artificial
intelligence, introducing unprecedented capabilities in natural language processing and …

Research directions in software supply chain security

L Williams, G Benedetti, S Hamer, R Paramitha… - ACM Transactions on …, 2024 - dl.acm.org
Reusable software libraries, frameworks, and components, such as those provided by open-
source ecosystems and third-party suppliers, accelerate digital innovation. However, recent …

Maltracker: A fine-grained npm malware tracker copiloted by llm-enhanced dataset

Z Yu, M Wen, X Guo, H ** - Proceedings of the 33rd ACM SIGSOFT …, 2024 - dl.acm.org
As the largest package registry, Node Package Manager (NPM) has become the prime
target for various supply chain attacks recently and has been flooded with numerous …

Models are codes: Towards measuring malicious code poisoning attacks on pre-trained model hubs

J Zhao, S Wang, Y Zhao, X Hou, K Wang… - Proceedings of the 39th …, 2024 - dl.acm.org
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 …

Exploring naming conventions (and defects) of pre-trained deep learning models in hugging face and other model hubs

W Jiang, C Cheung, GK Thiruvathukal… - arxiv preprint arxiv …, 2023 - arxiv.org
As innovation in deep learning continues, many engineers want to adopt Pre-Trained deep
learning Models (PTMs) as components in computer systems. PTMs are part of a research-to …

SpiderScan: Practical Detection of Malicious NPM Packages Based on Graph-Based Behavior Modeling and Matching

Y Huang, R Wang, W Zheng, Z Zhou, S Wu… - Proceedings of the 39th …, 2024 - dl.acm.org
Open source software (OSS) supply chains have been attractive targets for attacks. One of
the significant, popular attacks is realized by malicious packages on package registries …

Shifting the Lens: Detecting Malware in npm Ecosystem with Large Language Models

N Zahan, P Burckhardt, M Lysenko… - arxiv preprint arxiv …, 2024 - arxiv.org
The Gartner 2022 report predicts that 45% of organizations worldwide will encounter
software supply chain attacks by 2025, highlighting the urgency to improve software supply …

1+ 1> 2: Integrating Deep Code Behaviors with Metadata Features for Malicious PyPI Package Detection

X Sun, X Gao, S Cao, L Bo, X Wu… - Proceedings of the 39th …, 2024 - dl.acm.org
PyPI, the official package registry for Python, has seen a surge in the number of malicious
package uploads in recent years. Prior studies have demonstrated the effectiveness of …

Killing Two Birds with One Stone: Malicious Package Detection in NPM and PyPI using a Single Model of Malicious Behavior Sequence

J Zhang, K Huang, Y Huang, B Chen, R Wang… - ACM Transactions on …, 2024 - dl.acm.org
Open-source software (OSS) supply chain enlarges the attack surface of a software system,
which makes package registries attractive targets for attacks. Recently, multiple package …

Software Security Analysis in 2030 and Beyond: A Research Roadmap

M Böhme, E Bodden, T Bultan, C Cadar, Y Liu… - ACM Transactions on …, 2024 - dl.acm.org
As our lives, our businesses, and indeed our world economy become increasingly reliant on
the secure operation of many interconnected software systems, the software engineering …