Paper page - Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling
…We further show that current evaluations often overestimate progress by emphasizing perceptual quality while missing structural, temporal, and causal failures. By combining benchmark review , in-the-wild stress tests , and expert-constrained…