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Xuancheng Zhang

4 accepted papers

2026

Chain of World: World Model Thinking in Latent Motion

CVPR 2026

Vision-Language-Action (VLA) models are promising for embodied intelligence, yet they often overlook the predictive and temporal-causal structure underlying visual dynamics. World-model VLAs address this by predicting future frames, but waste capacity reconstructing redundant backgrounds. To overcom

Cited by 0SourcecodeScholar
2026

MoCa: Modeling Object Consistency for 3D Camera Control in Video Generation

ICLR 2026poster

Camera control is important in text-to-video generation for achieving realistic scene navigation and view synthesis. This control is defined by parameters that describe movement through 3D space, thereby introducing a 3D consistency into the generation process. A core challenge for existing methods…

Cited by 0SourceScholar
2026

MoRe: Motion-aware Feed-forward 4D Reconstruction Transformer

CVPR 2026

Reconstructing dynamic 4D scenes remains challenging due to the presence of moving objects that corrupt camera pose estimation. Existing optimization methods alleviate this issue with additional supervision, but they are mostly computationally expensive and impractical in real-time applications. To

Cited by 0SourcecodeScholar