Will Page

Scaling Context-Aware Task Assistants that Learn from Demonstration and Adapt through Mixed-Initiative Dialogue

Daily tasks such as cooking, machine operation, and medical self-care often require context-aware assistance, yet existing systems are hard to scale due to high training costs and unpredictable and imperfect performance. This work introduces the PrISM framework, which streamlines the process of creating an assistant f…