Author

Monica Wachowicz

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#natural language process... Preprint Sep 2026

GraphProfiler: Source-Linked Sensitive Attribute Inference via Personal Knowledge Graphs

Sensitive attributes such as age, income, and occupation can be inferred from user-generated content by aggregating indirect cues across many ordinary posts. LLM-based profilers can perform this aggregation automatically and with high accuracy, which makes large-scale personal attribute inference a major privacy threat...

Ahmed Sohair Khan, Estrid He, Chenglong Ma et al. · 0 citations

#natural language process... Review Sep 2026

I Am No One: Style-Aware Paraphrasing for Text Anonymization

This work proposes a style-aware, prompt-driven anonymization approach that uses pretrained large language models to construct compact stylistic profiles from minimal samples and rewrite text to suppress identifiable style markers while preserving meaning.

Ahmed Sohair Khan, Estrid He, Monica Wachowicz et al. · 0 citations