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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yuxuan Wan

The Chinese University of Hong Kong

h-index 11 View on Semantic Scholar

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Jul 2026

VisualRepair: Dynamic Tool Calling and Region Focusing for Visual Software Issue Repair

VisualRepair is proposed, an MLLM-based framework for visual software issue repair comprising two core modules: Image Type-aware Tool Calling (ITTC), which classifies input images and dynamically invokes a tailored tool-calling chain for robust visual interpretation, and Dynamic Test-time Region Focusing (DTRF), which grounds multiple bug-related region candidates and refines them via an adaptive zoom-in and zoom-out strategy to improve fault localization and promote diverse patch generation.

Jingyu Xiao, Zhongyi Zhang, Haoran Hou et al. · 1 citation
Book Open access Aug 2026

Component-based Reusable UI Code Generation for Complex Websites via Semantic Segmentation and Fine-grained Feedback

This work proposes ComUICoder, a component-based UI code generation framework that emphasizes semantic-aware segmentation, code reuse, and fine-grained refinement and significantly improves overall generation quality and code reusability on complex multipage websites.

Jingyu Xiao, Jiantong Qin, ShuoQiu Li et al. · 1 citation

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