Author

Srinath Sridhar

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Jul 2026

Appearance Pointers - Multimodal Region Control of Diffusion Transformers

This approach introduces the first modality-agnostic interface for localized multimodal control in a DiT without retraining the base model from scratch, offering a simple and extensible path toward precise, region-aware, multimodal guidance in generative image synthesis.

Rahul Sajnani, Yulia Gryaditskaya, R. Měch et al. · arXiv.org · 0 citations

Jul 2026

Ms. Forcing: Efficient Streaming Video Generation with Multi-Scale Patchification and Attention

This work proposes Ms.Forcing, an efficient streaming video generation paradigm that adapts spatial granularity to each state's noise level and introduces Homogeneous-Noise-Level DMD, which assembles each fake video from clean predictions sharing the same source noise level, thereby reducing the mismatch between DMD tr...

Zekun Li, Xiaoyan Cong, Hongyu Li et al. · arXiv.org · 0 citations