On-Device Intelligence: Foundation Models under Real-World Constraints

The workshop studies foundation models running on devices under constraints on memory, latency and reliability. It connects algorithms and systems with efficient reasoning, stable interaction, adaptation and execution, treating deployable capability as a joint modelling and infrastructure problem. Session: 08:00–17:00 (Australia/Sydney). A paid NeurIPS virtual pass includes workshop livestreams; on-site access follows the host-location registration rules.