Kalyan Sunkavalli

Wonder: Video World Model Done Better

This work introduces a novel camera conditioning with a dense coordinate field whose renderings provide spatially aligned motion and orientation cues, allowing the model to interpret camera motion directly as visual evidence, regardless of actual context length.