From the 1 of 5 linked papers with an AI index.
5 papers
LogiDroid: Individual Functional Test Generation via Business Logic Extraction and Adaptation
Yakun Zhang, Zihan Wang, Xinzhi Peng +6
LogiDroid is a two‑stage system that uses large language model agents to extract structured business logic from requirements and adapt it to a mobile app's GUI, automatically gener…
Contextualized Code Pretraining for Code Generation
Chen Liu, Qingyuan Liang, Hanwen Zhang +3
As code generation becomes increasingly central to improving software development efficiency, modern code models are largely trained and evaluated on code with natural-language des…
Persistent Cross-Attempt State Optimization for Repository-Level Code Generation
Ruwei Pan, Jiangshuai Wang, Qisheng Zhang +6
Large language models (LLMs) have achieved substantial progress in repository-level code generation. However, solving the same repository-level task often requires multiple attempt…
Toward Executable Repository-Level Code Generation via Environment Alignment
Ruwei Pan, Junlei Shen, Linhao Wu +5
Large language models (LLMs) have achieved strong performance on code generation, but existing methods still struggle with repository-level code generation under executable validat…
GUI Test Migration via Abstraction and Concretization
Yakun Zhang, Chen Liu, Xiaofei Xie +4
GUI test migration aims to produce test cases with events and assertions to test specific functionalities of a target app. Existing migration approaches typically focus on the widg…