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Bao-Quan Chen

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Preprint Sep 2026

From Feed-Forward to Flow: Unifying Reconstruction and Generation Is Easier Than You Think

Reconstruct where the images provide evidence, and generate where they do not: recent success of spatial world models such as Atlas (World Labs Team, 2026) highlights the value of unifying reconstruction and generation in one model. Yet the two have long lived in separate paradigms with distinctive failure modes: feed-...

Hao-Ru Wang, Qian-Fan Shen, Kai Ye et al. · 0 citations
Preprint Aug 2026

GS-Voxel: Fitting-Free Structured Latents for Large-Scale 3DGS Generation

The results show that GS-Voxel provides structured latents for pre-optimized aerial 3DGS reconstructions, with latent capacity that grows with the number of occupied voxels, with latent capacity that grows with the number of occupied voxels.

Ming Qian, Zi-Jian Wang, Minchao Sun et al. · 1 citation

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