Fuzzing deep-learning libraries via automated relational API inference

Author:

Deng Yinlin1,Yang Chenyuan1,Wei Anjiang2,Zhang Lingming1

Affiliation:

1. University of Illinois at Urbana-Champaign, USA

2. Stanford University, USA

Funder

National Science Foundation

Publisher

ACM

Reference88 articles.

1. 2015. Keras. https://keras.io 2015. Keras. https://keras.io

2. 2021. bs4. https://pypi.org/project/beautifulsoup4/ 2021. bs4. https://pypi.org/project/beautifulsoup4/

3. 2021. Definition of torch.broadcast_shapes from Pytorch official documentation. https://pytorch.org/docs/stable/generated/torch.broadcast_shapes.html 2021. Definition of torch.broadcast_shapes from Pytorch official documentation. https://pytorch.org/docs/stable/generated/torch.broadcast_shapes.html

4. 2021. News. https://www.vice.com/en_us/article/9kga85/uber-is-giving-up-on-self-driving-cars-in-california-after-deadly-crash 2021. News. https://www.vice.com/en_us/article/9kga85/uber-is-giving-up-on-self-driving-cars-in-california-after-deadly-crash

5. 2022. Class torch.Tensor from PyTorch official documentation. https://pytorch.org/docs/stable/tensors.html#torch.Tensor 2022. Class torch.Tensor from PyTorch official documentation. https://pytorch.org/docs/stable/tensors.html#torch.Tensor

Cited by 27 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. AQUA: Analytics-driven quantum neural network (QNN) user assistance for software validation;Future Generation Computer Systems;2024-10

2. Practitioners’ Expectations on Automated Test Generation;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

3. Large Language Models Can Connect the Dots: Exploring Model Optimization Bugs with Domain Knowledge-Aware Prompts;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

4. Towards More Complete Constraints for Deep Learning Library Testing via Complementary Set Guided Refinement;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

5. Enhancing ROS System Fuzzing through Callback Tracing;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3