Author

Shao-Teng Liu

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Preprint Sep 2026

DMA$^2$: Pixel-space Distribution Matching with Adversarial and Anchor Losses

Distribution matching distillation (DMD) provides a general framework for few-step diffusion generation, but its modern text-to-image instantiations have been developed primarily around latent diffusion. It therefore overlooks key properties and design opportunities of native RGB. We revisit two DMD interfaces for pixe...

Xin Lin, Zhi-Fei Zhang, Yu-Qian Zhou et al. · 0 citations

Preprint Aug 2026

Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

This work introduces Latent Dynamics Reasoning (LDR), the first video world model that extrapolates learned dynamics beyond its training distribution and can even generalize under severe shift.

Haodong Li, Shao-Teng Liu, Tian-Yu Wang et al. · 0 citations

Jul 2026

Chimera: Designing and Chinchilla-Scaling Hybrid Visual Diffusion Transformers

Chimera, a hybrid visual diffusion backbone with a principled scaling recipe that combines Kimi Delta Attention for long-context state tracking with O(N) complexity, interleaved Multi-head Latent Attention (MLA) for direct global interaction, and modality-aware short convolutions for local spatiotemporal context is int...

Chongjian Ge, Hanwen Jiang, Tianyu Wang et al. · arXiv.org · 2 citations