Shangshu Qian — accepted AI-conference papers

2025

WAFFLE: Fine-tuning Multi-Modal Model for Automated Front-End Development

Shanchao Liang, Nan Jiang, Shangshu Qian, Lin Tan

ACL 2025long

Web development involves turning UI designs into functional webpages, which can be difficult for both beginners and experienced developers due to the complexity of HTML’s hierarchical structures and styles. While Large Language Models (LLMs) have shown promise in generating source code, two major ch…

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2021

Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training

Shangshu Qian, Hung Viet Pham, Thibaud Lutellier, Zeou Hu, Jungwon Kim, Lin Tan +3

NeurIPS 2021poster

Deep learning (DL) systems have been gaining popularity in critical tasks such as credit evaluation and crime prediction. Such systems demand fairness. Recent work shows that DL software implementations introduce variance: identical DL training runs (i.e., identical network, data, configuration, sof…

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