Author

Xue Qin

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Preprint Aug 2026

ExploreAI: Agentic Exploration Knowledge Bases for Reproducible Observable-Regression Testing of Black-Box VR and 3D Applications

Black-box VR and 3D applications are difficult to regression test because observable failures depend on where a tester moves, what objects are visible, and which views are captured. Manual exploratory testing can find such failures, but its evidence is time-consuming to reproduce; systematic sweeps are reproducible, bu...

Jia-Jie Wang, Ke-Bin Peng, Wei Wang et al. · 0 citations

Book Open access Jul 2026

From GUI Tests to Conversational Interaction: A New Perspective on App-Specific Voice Assistants

This paper proposes an LLM-driven approach to automating the development of app-specific voice assistants by repurposing GUI test code, which encodes behavior-preserving, executable specifications of application functionality.

Xue Qin, Sumesh Surendran Letha · SIGSOFT FSE Companion · 0 citations