2 papers
cs.CV2026
Qwen-Image-PE: Learning Visual Design for Text-to-Image Prompt Enhancement
Zekai Zhang, Yanran Zhang, Shengming Yin +26
Learning visual design is essential for prompt enhancement (PE) to turn underspecified user requests into coherent visual specifications for text-to-image (T2I) generation. Existin…
cs.CL2026
Prefilling-dLLM: Predictive Prefilling for Long-Context Inference in Diffusion Language Models
Jing Xiong, Qi Han, Shansan Gong +6
Diffusion large language models (dLLMs) re-encode the entire prefix at every denoising step, causing recomputation that scales quadratically with context length and becomes prohibi…