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#text-to-image generation

UniReason 1.0: A Unified Reasoning Framework for World Knowledge Aligned Image Generation and Editing

Intermediate

Dianyi Wang, Chaofan Ma et al.Feb 2arXiv

UniReason is a single, unified model that plans with world knowledge before making an image and then edits its own result to fix mistakes, like a student drafting and revising an essay.

#unified multimodal model#world knowledge reasoning#text-to-image generation

Show, Don't Tell: Morphing Latent Reasoning into Image Generation

Intermediate

Harold Haodong Chen, Xinxiang Yin et al.Feb 2arXiv

LatentMorph teaches an image-making AI to quietly think in its head while it draws, instead of stopping to write out its thoughts in words.

#latent reasoning#text-to-image generation#autoregressive models

PromptRL: Prompt Matters in RL for Flow-Based Image Generation

Intermediate

Fu-Yun Wang, Han Zhang et al.Feb 1arXiv

PromptRL teaches a language model to rewrite prompts while a flow-based image model learns to draw, and both are trained together using the same rewards.

#PromptRL#flow matching#reinforcement learning

Beyond Pixels: Visual Metaphor Transfer via Schema-Driven Agentic Reasoning

Intermediate

Yu Xu, Yuxin Zhang et al.Feb 1arXiv

This paper teaches AI to copy the hidden idea inside a picture (a visual metaphor) and reuse that idea on a brand‑new subject.

#visual metaphor#metaphor transfer#schema grammar