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Zhiqiang Shen

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Preprint Aug 2026

AutoDesign: Meta-Harness Optimization for Long-Horizon Agentic Design

Transforming multimodal sources into condensed and structured media outputs can be fundamentally conceptualized as a long-horizon agentic process centered on a model-harness system. While an ideal harness system should align with human design priors and accumulate reusable experience through empirical exploration to dr...

Yaxin Luo, Hao-Bin Jiang, Jialv Zou et al. · 6 citations
#artificial intelligence Preprint Aug 2026

FigMirror: Ground It, Code It, Plot It

FigMirror is proposed, an agentic framework that unlocks coordinate grounding and coding capabilities present in modern computer-use models through Grounded Measurement, which locates visual elements by coordinates and measures their properties through executable code.

Xiaohan Zhao, Jiacheng Liu, Yaxin Luo et al. · 0 citations
Preprint Aug 2026

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees

DARTree is introduced, a training-free speculative decoding method that extends a pretrained AR correction head from chains to trees, and achieves the highest average acceptance length and speedup in all four model--temperature configurations.

Tian-Yi Li, Yaxin Luo, Xinyi Shang et al. · 0 citations

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