Author

Yuan Jiang

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Jul 2026

CodeShrink: Adaptive Visual Compression for Efficient Multimodal Code Understanding

Results show that combining layout compaction, adaptive configuration, and instruction-aware pruning can make multimodal code understanding more efficient, and propose CodeShrink, an adaptive visual compression framework with three components.

Wenxin Tang, Jingyu Xiao, Zhen-Yu Liu et al. · arXiv.org · 1 citation

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...

Jingyu Xiao, Zhongyi Zhang, Haoran Hou et al. · arXiv.org · 1 citation