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26,098 papers · page 75 of 1,305

From Redundancy to Efficiency: Exploiting Shared UI Interactions towards Efficient LLM-Based Testing

Xuan Wang, Yingchuan Wang, Yongxiang Hu, Yu Zhang, Hailiang Jin, Shiyu Guo, Juxing Yuan, Yangfan Zhou

Redundant test cases, although well-studied in software engineering, are previously underexplored in UI testing of mobile apps. Our study of real-world test suites shows that, equipped with large-scale testing suites, redundancy in UI testing often manifests as redundant UI inter…

DrainCode: Stealthy Energy Consumption Attacks on Retrieval-Augmented Code Generation via Context Poisoning

Yanli Wang, Jiadong Wu, Tianyue Jiang, Mingwei Liu, Jiachi Chen, Chong Wang, Ensheng Shi, Xilin Liu + 2 more

Large language models (LLMs) have demonstrated impressive capabilities in code generation, by leveraging retrieval-augmented generation (RAG) methods. However, the computational costs associated with LLM inference, particularly in terms of latency and energy consumption, have rec…