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Balancing Validity and Vulnerability: Knowledge-Driven Seed Generation via LLMs for Deep Learning Library Fuzzing.

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Title: Balancing Validity and Vulnerability: Knowledge-Driven Seed Generation via LLMs for Deep Learning Library Fuzzing.
Authors: Liao, Rongtao1,2, Yan, Xuehu1,2, Pang, Zeshan1,2, Zhu, Kailong1,2, zhukailong@nudt.edu.cn
Source: Applied Sciences (2076-3417); Oct2025, Vol. 15 Issue 19, p10396, 25p
Database: Applied Science & Technology Source
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        Value: 10.3390/app151910396
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        Text: English
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              Text: Oct2025
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