Author

Pan Wang

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#artificial intelligence Preprint Oct 2026

Imagine to Act: High-Fidelity Data Synthesis via Image Editing World Model for Scalable GUI Agent Training

Graphical User Interface (GUI) agents have emerged as a promising paradigm for automating complex digital workflows across diverse applications. However, training highly capable and generalizable agents fundamentally relies on massive, high-fidelity visual-action trajectories, which are notoriously difficult to acquire...

Yong-Xin Ning, Run-Liang Niu, Qianli Xing et al. · 0 citations

#artificial intelligence Jan 2026

FigEx2: Visual-Conditioned Panel Detection and Captioning for Scientific Compound Figures

This work introduces an Entity-Attention Kullback-Leibler (KL) regularizer that aligns the detector's cross-attention with scientific entities annotated for each panel, providing a stable conditioning signal that also improves localization and applies Group Relative Policy Optimization (GRPO) with a panel-level Entity-...

Ji-Feng Song, Arun Das, Pan Wang et al. · arXiv.org · 0 citations