LOCI: Spatial Linear Memory for Streaming World Models
LOCI introduces a hybrid spatial-memory architecture for video world models that combines a key-value cache for visual detail with a recurrent memory for compressed history. This system allows the model to faithfully reproduce revisited regions by using both explicit past observations and a fixed-size summary of history, enabling streaming long videos at constant memory.