Machine Heart

Nov 8, 2026 · Artificial Intelligence

LCVN: Predicting Full Navigation Paths from One Frame and Language Instruction

The paper introduces LCVN, a language-conditioned visual navigation task where models predict complete action sequences from a single starting image and a language instruction, comparing a world-model-plus-policy pipeline against a unified autoregressive model on a new dataset with three instruction styles.