الباحثون

Yanjin He

المنشورات 2

نسخة أولية وصول مفتوح

Super-Resolution in The Right Latent Space: A Frozen Vision-Foundation Substrate

Wanzhou Lei, Cuifeng Shen, Yanjin He وآخرون · 2026

In an image latent space, the embeddings of high-resolution, natural, and sharp images form a manifold. Degradation of high-resolution images pushes their embeddings off this manifold. Real-world super-resolution (SR) then becomes the task of mapping the degraded embedding back onto this manifold --- not anywhere on th …

نسخة أولية وصول مفتوح

Scaling and Distilling Text Embeddings for Better Diffusibility

Zekai Zhang, Yunjie Tian, Yanjin He وآخرون · 2026

Diffusion language models (DLMs) offer a promising alternative to autoregressive (AR) language generation. Recent advances in continuous DLMs, which apply latent diffusion to continuous text embeddings, raise a practical question: which embedding makes the best latent space, i.e., the most diffusible? To answer this, w …

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