Author

Wu Ran

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Preprint Aug 2026

Efficient and High-Quality Depth Estimation via Pixel-Space Diffusion with Linear Attention

Extensive evaluations on multiple benchmarks demonstrate that Lapis consistently achieves state-of-the-art (SOTA) accuracy and boundary sharpness across various resolutions, reducing inference latency by up to 7.6 times compared to previous SOTA generative models.

Bing-De Liu, Wu Ran, Jinglei Zhang et al. · 1 citation

Preprint Aug 2026

MOSS-VL Technical Report

We present MOSS-VL, an open vision-language model family that treats real-time interaction -- perceiving while it speaks -- as a first-class capability. It is co-designed across the stack: the language decoder attends to vision only through gated cross-attention, so the model can naturally see incoming frames while gen...

Pengyu Wang, Chenkun Tan, Shaojun Zhou et al. · 0 citations