Author

Hao-Lin Yang

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Preprint Oct 2026

AutoGUIWorld: Image Generators as Visual World Models for GUI Agent

GUI agents require high-quality interaction trajectories to learn how software environments respond to actions, maintain state, and support multi-step workflows. However, the diversity of available trajectories is constrained by the applications, interface states, and workflows accessible in the underlying environments...

Cheng Yang, Yi-Fan Wu, Yu-Tao Huang et al. · 0 citations

#natural language process... Preprint Sep 2026

CypherTurn: A Multi-Turn Benchmark for Conversational Text-to-Cypher Evaluation and the Autonomy Divergence

Graph databases are increasingly queried through natural language, yet every existing benchmark evaluates isolated single-turn queries rather than the multi-turn sessions through which analysts actually work. We introduce CypherTurn, the first benchmark for conversational Text-to-Cypher evaluation, comprising 721 sessi...

Yu-Zhe Zhang, Wei-Jie Zhu, Hao-Lin Yang et al. · 0 citations