@proceedings{privatenlp-2026-main,
    title = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.0/",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{shayesteh-wilson-2026-conventional,
    title = "From Conventional Web Privacy to Agentic Disclosure: How Tool Schemas May Invite {LLM} Oversharing",
    author = "Shayesteh, Shahriar  and
      Wilson, Shomir",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.1/",
    pages = "1--6",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{yang-etal-2026-challenge,
    title = "The Challenge of Identifying the Origin of Black-Box Large Language Models",
    author = "Yang, Ziqing  and
      Wu, Yixin  and
      Shen, Yun  and
      Dai, Wei  and
      Backes, Michael  and
      Zhang, Yang",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.2/",
    pages = "7--25",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{alabdulkareem-etal-2026-securellm,
    title = "{S}ecure{LLM}: Using Inference-time Compositionality to Build Secure Language Models",
    author = "Alabdulkareem, Abdulrahman  and
      Arnold, Christian Michael  and
      Lee, Yerim  and
      Feenstra, Pieter M  and
      Arnold, Conner  and
      Katz, Boris  and
      Barbu, Andrei  and
      Cheung, Brian",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.3/",
    pages = "26--52",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{shi-etal-2026-stamp,
    title = "{STAMP}-{R}: Stylometric Text Anonymization with Memory-guided Policy Rewriting",
    author = "Shi, Zhan  and
      Yuan, Yefeng  and
      Cheng, Liang  and
      Liu, Yuhong",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.4/",
    pages = "53--68",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{kosireddy-lucas-2026-loss,
    title = "Loss Masking Under the Hood: Backdoor Concealment and Private Data Memorization in {LLM}s",
    author = "Kosireddy, Tagore Rao  and
      Lucas, Evan",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.5/",
    pages = "69--79",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{pal-2026-prompt,
    title = "Prompt Stylometry for On-Device Affect-Adaptive {AI}: A Feasibility Study in Linguistic Signal Detection and Response Steering",
    author = "Pal, Debmalya",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.6/",
    pages = "80--95",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{arnold-2026-differentially,
    title = "Differentially-Private Text Rewriting reshapes Linguistic Style",
    author = "Arnold, Stefan",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.7/",
    pages = "96--106",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{zaghouani-2026-linguistic,
    title = "Linguistic Identity Leakage: When Language Reveals Identity in Anonymized Text",
    author = "Zaghouani, Wajdi",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.8/",
    pages = "107--117",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{meisenbacher-etal-2026-systematic,
    title = "A Systematic Exploration of Text Decomposition and Budget Distribution in Differentially Private Text Obfuscation",
    author = "Meisenbacher, Stephen  and
      Kleinert, Angelo  and
      Matthes, Florian",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.9/",
    pages = "118--139",
    ISBN = "979-8-89176-397-5"
}
@inproceedings{ahrend-etal-2026-safer,
    title = "Safer Reasoning Traces: Measuring and Mitigating Chain-of-Thought Leakage in {LLM}s",
    author = "Ahrend, Patrick  and
      Eder, Tobias  and
      Yang, Xiyang  and
      Pan, Zhiyi  and
      Groh, Georg",
    editor = "Habernal, Ivan  and
      Ghanavati, Sepideh  and
      Haghighi, Sara  and
      Ramesh, Krithika  and
      Igamberdiev, Timour  and
      Wilson, Shomir",
    booktitle = "Proceedings of the Seventh Workshop on Privacy in Natural Language Processing",
    month = jul,
    year = "2026",
    address = "San Diego, California",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.privatenlp-main.10/",
    pages = "140--164",
    ISBN = "979-8-89176-397-5"
}