…rendering supervision , spatially grounded data , and both general and spatial editing signals. This design gives the model broad multimodal capability while strengthening geometry-aware reasoning and controllable visual synthesis . Experiments across understanding…
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…No dataset linking this paper Cite arxiv.org/abs/2605.09877 in a dataset README.md to link it from this page. No Space linking this paper Cite arxiv.org/abs/2605…
…No dataset linking this paper Cite arxiv.org/abs/2605.01428 in a dataset README.md to link it from this page. No Space linking this paper Cite arxiv.org/abs/2605…
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…across diverse domains, even under limited training data for scene generation . Extensive experiments demonstrate that our method significantly outperforms existing approaches in user-controllability, scale consistency , and content coherence, enabling users to…
…No dataset linking this paper Cite arxiv.org/abs/2605.08626 in a dataset README.md to link it from this page. No Space linking this paper Cite arxiv.org/abs/2605…
…To support systematic evaluation, we build PDI-Dataset, covering diverse scenarios designed to stress these geometric constraints. Across state-of-the-art video generators, PDI reveals consistent geometry-specific failure modes that…
…We analyze key technical drivers, including flow matching , unified understanding-and-generation models , improved visual representations , post-training , reward modeling , data curation , synthetic data distillation , and sampling acceleration . We further show that…
…Potential applications include cooperative sensing, resource allocation, and distributed control, which may contribute to more efficient and resilient large-scale systems. The proposed framework does not involve human subjects or personal data…