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Yijia Fan

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#artificial intelligence Preprint Sep 2026

Learning Native Reflection in Unified Models with Interleaved Reinforcement Learning

Unified multimodal models can both look at and render images, so in principle they can repair their own generations: diagnose what an image gets wrong, revise it, observe the result, and diagnose again. Whether a revision helps is known only after it is rendered, so the reflection text and the image generation must be...

Yi-Jia Fan, Zi-Qi Huang, Zhongang Cai et al. · 0 citations
Review Aug 2026

Argus: A General-Purpose Agentic Reasoning Runtime for Long-Horizon Tasks

Results show that a fixed-weight, self-evolving harness can revise, recover, and accumulate verified approaches while producing structured trajectories for future supervised and reinforcement learning.

Boxiu Li, Zi-Mo Wen, Yijia Fan et al. · 2 citations · ⚡1

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