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Jia-Xin Lin

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#artificial intelligence Review Oct 2026

Getting Space Right: Agentic Rewards for Image Generation

Reinforcement learning (RL) is promising for spatial text-to-image generation, but existing work largely focuses on policy optimization, assuming accurate rewards and effective online rollouts. We observe in-domain gains with out-of-domain degradation, exposing two limitations: unreliable spatial rewards in open-world...

Xiaofeng Tan, Jia-Xin Lin, Haobo Yuan et al. · 0 citations
#computer vision Preprint Sep 2026

Editable Visual Design

Editable Visual Design is proposed, a new paradigm driven by a Coding Agent that achieves both refined aesthetics and production-grade editability and faithfully reproduces the creative and reasoning trajectory akin to that of professional human designers.

Jun-Yan Ye, Wei Liu, Dongzhi Jiang et al. · 0 citations

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