Negotiating Ontological Boundaries in User-Authored Personal Sensing Systems

Key points

• AuthorsNava Haghighi†, Danielle Olson, Halden Lin, Erdrin Azemi, Gierad Laput, Kayur Patel, James Landay†1
• We offer starting points for supporting boundary negotiation through design and discuss open-ended probes as a method for ontological design.1
• Behavioral Privacy Leakage in Agentic Negotiation: Formalizing and Mitigating Inference Attacks via Randomized Policies1
• This paper was accepted at the AI4TCI (Workshop on AI for Secure and Trustworthy Critical Infrastructure Systems) Workshop at the International Conference on Availability, Reliability and Security (ARES) 2026.1

Sources (1)

• [1]Negotiating Ontological Boundaries in User-Authored Personal Sensing Systems
  Apple Machine Learning Research · Oct 5, 12:00 AM

  Negotiating Ontological Boundaries in User-Authored Personal Sensing Systems

  AuthorsNava Haghighi†**, Danielle Olson, Halden Lin**, Erdrin Azemi, Gierad Laput, Kayur Patel**, James Landay†

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