OpenSLA site goes live: one model answers what's happening, what to do, and why from sensor data

yang_yuzhe · x · 2026-10-08

The OpenSLA project page (UCLA) is live. Core thesis: today's sensor models stop at perception; OpenSLA lets a single model answer three questions from one sensor window plus individual context — what is happening, what action follows, and why. The demo shows an emergency-department scenario (30-minute record window), multi-level action prediction, zero-shot discrimination of unseen actions, generated captions with concrete numeric values recovered from signals, evidence grounding, zero-shot transfer to the external MIMIC-IV cohort, and readouts of glucose dynamics over the next two hours. Paper, code, and Hugging Face models are all available.

Related event: UCLA Team Open-Sources OpenSLA: Unifying Sensors, Language, and Action(7 posts)→

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