3 papers
cs.SE2026
When AI Models Become Dependencies: Studying the Evolution of Pre-Trained Model Reuse in Downstream Software Systems
Peerachai Banyongrakkul, Mansooreh Zahedi, Christoph Treude +2
Modern software systems have transitioned from purely code-based architectures to AI-integrated systems where pre-trained models (PTMs) serve as permanent dependencies. However, wh…
cs.SE2026
On Autopilot? An Empirical Study of Human-AI Teaming and Review Practices in Open Source
Haoyu Gao, Peerachai Banyongrakkul, Hao Guan +2
Large Language Models (LLMs) increasingly automate software engineering tasks. While recent studies highlight the accelerated adoption of ``AI as a teammate'' in Open Source Softwa…
cs.SE2025
From Release to Adoption: Challenges in Reusing Pre-trained AI Models for Downstream Developers
Peerachai Banyongrakkul, Mansooreh Zahedi, Patanamon Thongtanunam +2
Pre-trained models (PTMs) have gained widespread popularity and achieved remarkable success across various fields, driven by their groundbreaking performance and easy accessibility…