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Jingyi Liu

2 papers indexed

openalexApplied Sciences2026-07-24

Less Adaptation, More Transfer: Spectral View Randomization for 3D Point Cloud Transfer Attacks

Yang Gao, Jingyi Liu, Hongjia Liu, Hui Li, Jian Xu

Point cloud perception is important in autonomous driving, robotics, and other security-critical 3D systems, yet learned point cloud classifiers remain vulnerable to transferable adversarial perturbations. A central difficulty in transfer-based black-box attacks is surrogate over…

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crossrefLand2025-04-29Cited by 12

Integrating Machine Learning, SHAP Interpretability, and Deep Learning Approaches in the Study of Environmental and Economic Factors: A Case Study of Residential Segregation in Las Vegas

Jingyi Liu, Yuxuan Cai, Xiwei Shen

Over the past two decades, research on residential segregation and environmental justice has evolved from spatial assimilation models to include class theory and social stratification. This study leverages recent advances in machine learning to examine how environmental, economic…

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