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Yue-Hong Gu

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#artificial intelligence Preprint Sep 2026

OmniHarness: Harnessing Generalizable Visual Generation via Symbolic Policy Learning

Unified multimodal large language models (MLLMs) and multi-agent systems have advanced visual generation. However, three limitations remain. (1) Existing methods often distill task-specific experience with limited generalizability. (2) Reflection is often deferred until task completion. (3) Knowledge is often acquired...

Xun Xu, Jin-Xiu Liu, Zhang-Bo Qiao et al. · 1 citation

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