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    LLM privacy presentations and a human-centered security workshop planned for COLM 2026

    A lab member says students will present work on privacy preferences and LLM-agent re-identification at the conference.

    NiloofarNI
    Tianshi Li @ COLMTL
    4 Sources, ,

    TLDR

    On October 6, a lab member said students would present work at COLM 2026 on personalization and privacy concerns in LLM agents, along with CIDER, a dataset about privacy-preference boundaries. The member also said they were co-organizing an October 9 workshop on human-centered privacy and security for language models, with student presentations planned on re-identification, anonymization and authorization alignment for LLM agents.

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    4 Sources

    Tianshi Li @ COLM@tianshi_liI’ll be at #COLM2026 this week! I’d love to chat about LLM privacy and human–agent interaction — and I’m especially excited to cheer on our students presenting their work 💫 A few highlights from our lab 👇 1/ @zhipinghci will present: “Autonomy Reshapes How Personalization Affects Privacy Concerns and Trust in LLM Agents” 🗓 Tue, Oct 6, 11:00 AM–1:00 PM PDT 📍 Franciscan A, #74 2/ @gloriakaku will present: “CIDER: A Dataset of Contextual Disclosure Boundaries for Privacy Preference Alignment” 🗓 Wed, Oct 7, 11:00 AM–1:00 PM PDT 📍 Franciscan B, #90 3/ On Friday, I’m co-organizing the second Workshop on Human-Centered Privacy and Security for Language Models (HAIPS) with @niloofar_mire, @TobyJLi, and @yaxingyao. I’m also very excited for our students presenting at HAIPS: • @jwen_88 — LLM-agent re-identification • @Ziwen_Li_ — anonymization against agentic re-identification • @zhipinghci — authorization alignment for LLM agents (spotlight oral 🎤) 4/ You can also find me at the WiML social on Wednesday, where I’ll be a mentor. If you’re at #COLM2026 and working on LLM privacy, agents, or human-AI interaction, come say hi — and please stop by to check out our students’ work!2h
    Niloofar@niloofar_mireRT @tianshi_li: I’ll be at #COLM2026 this week! I’d love to chat about LLM privacy and human–agent interaction — and I’m especially excited…1h

    4 Sources

    Tianshi Li @ COLM@tianshi_liI’ll be at #COLM2026 this week! I’d love to chat about LLM privacy and human–agent interaction — and I’m especially excited to cheer on our students presenting their work 💫 A few highlights from our lab 👇 1/ @zhipinghci will present: “Autonomy Reshapes How Personalization Affects Privacy Concerns and Trust in LLM Agents” 🗓 Tue, Oct 6, 11:00 AM–1:00 PM PDT 📍 Franciscan A, #74 2/ @gloriakaku will present: “CIDER: A Dataset of Contextual Disclosure Boundaries for Privacy Preference Alignment” 🗓 Wed, Oct 7, 11:00 AM–1:00 PM PDT 📍 Franciscan B, #90 3/ On Friday, I’m co-organizing the second Workshop on Human-Centered Privacy and Security for Language Models (HAIPS) with @niloofar_mire, @TobyJLi, and @yaxingyao. I’m also very excited for our students presenting at HAIPS: • @jwen_88 — LLM-agent re-identification • @Ziwen_Li_ — anonymization against agentic re-identification • @zhipinghci — authorization alignment for LLM agents (spotlight oral 🎤) 4/ You can also find me at the WiML social on Wednesday, where I’ll be a mentor. If you’re at #COLM2026 and working on LLM privacy, agents, or human-AI interaction, come say hi — and please stop by to check out our students’ work!2h
    Niloofar@niloofar_mireRT @tianshi_li: I’ll be at #COLM2026 this week! I’d love to chat about LLM privacy and human–agent interaction — and I’m especially excited…1h