Author

Huiping Cao

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Open access Jul 2026

Assessing Features of PFAS Groundwater Occurrence Using SHAP-Enhanced Machine Learning.

Per- and polyfluoroalkyl substances (PFAS) are persistent groundwater contaminants that pose long-term risks to water sources and public health. Predicting PFAS occurrence remains challenging due to high-dimensional environmental data and limited model interpretability. In this study, we benchmarked explainable machine...

Lin Wang, Yun Ma, D. Rajapakshe et al. · Environmental Pollution · 0 citations

Review Jul 2026

Generative AI and Federated Learning for Intrusion Detection Systems: A Survey

This survey provides a structured review of generative AI and FL techniques for IDS and categorizes generative AI applications in IDS according to model families and task objectives, covering autoencoder-based models, Generative Adversarial Networks (GANs), diffusion models, and Large Language Models (LLMs).

Jiefei Liu, A. S. Tayeen, Pratyay Kumar et al. · 1 citation