Toward Improving the Robustness of Deep Learning Models via Model Transformation

Author:

Zhang Yingyi1,Wang Zan1,Jiang Jiajun2,You Hanmo2,Chen Junjie2

Affiliation:

1. State Key Laboratory of Communication Content Cognition, China and College of Intelligence and Computing, Tianjin University, China

2. College of Intelligence and Computing, Tianjin University, China

Publisher

ACM

Reference93 articles.

1. Evan Ackerman. Accessed: 2021. News. https://spectrum.ieee.org/three-small-stickers-on-road-can-steer-tesla-autopilot-into-oncoming-lane Evan Ackerman. Accessed: 2021. News. https://spectrum.ieee.org/three-small-stickers-on-road-can-steer-tesla-autopilot-into-oncoming-lane

2. Iveta Becková , Stefan Pócos , and Igor Farkas . 2020 . Computational Analysis of Robustness in Neural Network Classifiers. In 29th International Conference on Artificial Neural Networks , Bratislava, Slovakia. Springer, 65–76. Iveta Becková, Stefan Pócos, and Igor Farkas. 2020. Computational Analysis of Robustness in Neural Network Classifiers. In 29th International Conference on Artificial Neural Networks, Bratislava, Slovakia. Springer, 65–76.

3. Nicholas Carlini and David  A. Wagner . 2017 . Towards Evaluating the Robustness of Neural Networks. 2017 IEEE Symposium on Security and Privacy, SP, 39–57 . Nicholas Carlini and David A. Wagner. 2017. Towards Evaluating the Robustness of Neural Networks. 2017 IEEE Symposium on Security and Privacy, SP, 39–57.

4. Chenyi Chen , Ari Seff , Alain  L. Kornhauser , and Jianxiong Xiao . 2015 . DeepDriving: Learning Affordance for Direct Perception in Autonomous Driving. In 2015 IEEE International Conference on Computer Vision, ICCV. IEEE Computer Society, 2722–2730 . Chenyi Chen, Ari Seff, Alain L. Kornhauser, and Jianxiong Xiao. 2015. DeepDriving: Learning Affordance for Direct Perception in Autonomous Driving. In 2015 IEEE International Conference on Computer Vision, ICCV. IEEE Computer Society, 2722–2730.

5. Junjie Chen , Xiaoting He , Qingwei Lin , Hongyu Zhang , Dan Hao , Feng Gao , Zhangwei Xu , Yingnong Dang , and Dongmei Zhang . 2019 . Continuous Incident Triage for Large-Scale Online Service Systems. In 34th IEEE/ACM International Conference on Automated Software Engineering, ASE 2019. IEEE, 364–375. Junjie Chen, Xiaoting He, Qingwei Lin, Hongyu Zhang, Dan Hao, Feng Gao, Zhangwei Xu, Yingnong Dang, and Dongmei Zhang. 2019. Continuous Incident Triage for Large-Scale Online Service Systems. In 34th IEEE/ACM International Conference on Automated Software Engineering, ASE 2019. IEEE, 364–375.

Cited by 6 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. LUNA: A Model-Based Universal Analysis Framework for Large Language Models;IEEE Transactions on Software Engineering;2024-07

2. Try with Simpler - An Evaluation of Improved Principal Component Analysis in Log-based Anomaly Detection;ACM Transactions on Software Engineering and Methodology;2024-06-03

3. A Post-Training Framework for Improving the Performance of Deep Learning Models via Model Transformation;ACM Transactions on Software Engineering and Methodology;2023-10-23

4. On-the-fly Improving Performance of Deep Code Models via Input Denoising;2023 38th IEEE/ACM International Conference on Automated Software Engineering (ASE);2023-09-11

5. FedSlice: Protecting Federated Learning Models from Malicious Participants with Model Slicing;2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE);2023-05

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