Andrick Adhikari (University of Denver), Sanchari Das (University of Denver), Rinku Dewri (University of Denver)

The effectiveness of natural language privacy policies continues to be clouded by concerns surrounding their readability, ambiguity, and accessibility. Despite multiple design alternatives proposed over the years, natural language policies are still the primary format for organizations to communicate privacy practices to users. Current NLP techniques are often drawn towards generating high-level overviews, or specialized towards a single aspect of consumer privacy communication; the flexibility to apply them for multiple tasks is missing. To this aid, we present PolicyPulse, an information extraction pipeline designed to process privacy policies into usable formats. PolicyPulse employs a specialized XLNet classifier, and leverages a BERT-based model for semantic role labeling to extract phrases from policy sentences, while maintaining the semantic relations between predicates and their arguments. Our classification model was trained on 13,946 manually annotated semantic frames, and achieves a F1-score of 0.97 on identifying privacy practices communicated using clauses within a sentence. We emphasize the versatility of PolicyPulse through prototype applications to support requirement-driven policy presentations, question-answering systems, and privacy preference checking.

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Dazhuang Liu (Delft University of Technology), Yanqi Qiao (Delft University of Technology), Rui Wang (Delft University of Technology), Kaitai Liang (Delft University of Technology), Georgios Smaragdakis (Delft University of Technology)

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Evaluating Machine Learning-Based IoT Device Identification Models for Security...

Eman Maali (Imperial College London), Omar Alrawi (Georgia Institute of Technology), Julie McCann (Imperial College London)

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Pinji Chen (Tsinghua University), Jianjun Chen (Tsinghua University & Zhongguancun Laboratory), Mingming Zhang (Zhongguancun Laboratory), Qi Wang (Tsinghua University), Yiming Zhang (Tsinghua University), Mingwei Xu (Tsinghua University), Haixin Duan (Tsinghua University)

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Leon Trampert (CISPA Helmholtz Center for Information Security), Daniel Weber (CISPA Helmholtz Center for Information Security), Lukas Gerlach (CISPA Helmholtz Center for Information Security), Christian Rossow (CISPA Helmholtz Center for Information Security), Michael Schwarz (CISPA Helmholtz Center for Information Security)

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