Author

Shi-Xia Liu

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Preprint Aug 2026

VisPuzzle: Task-Aware Composite Visualization Construction

Compositing multiple visualizations into a coherent whole remains challenging due to the vast design space and the need to balance the coverage of task-relevant data insights (e.g., trends and outliers), perceptual clarity, and aesthetic quality. In this paper, we present VisPuzzle, a task-aware method that formulates...

Zheng Wang, Zhiyang Shen, Lingyun Yu et al. · 1 citation

#machine learning Preprint Sep 2026

Detect Anything in Graphic Design: Element-Level Rewards for Autoregressive Detection

EleRPO is proposed, which extends GRPO from sequence-level supervision to element-level optimization, and provides fine-grained training signals that capture how each detected element contributes to overall detection quality, and works synergistically with compositional order to improve detection performance.

Jiang-Ning Zhu, Bo-Wen Li, Shenyu Qiao et al. · 1 citation