Order-Consistent Latent Geometry for Reliable Short-Horizon Planning in World Models

Junlin Wu, Wen Fan, Dandan Zhang

Latent planners often rank candidate action sequences by terminal Euclidean distance to a goal latent. Exact agreement with transition distance would make this score ideal, but is…