Don't Lie to Me! Robust and Efficient Explainability with Verified Perturbation Analysis

Author:

Fel Thomas1,Ducoffe Melanie2,Vigouroux David3,Cadène Rémi1,Capelle Mikael4,Nicodème Claire5,Serre Thomas1

Affiliation:

1. Carney Institute for Brain Science, Brown University,USA

2. Airbus AI Research

3. Artificial and Natural Intelligence Toulouse Institute

4. Thales Alenia Space,France

5. SNCF,Innovation & Research Division

Publisher

IEEE

Reference73 articles.

1. ImageN et: A Large-Scale Hierarchical Image Database;deng;Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),0

2. Deep inside convolutional networks: Visualising image classification models and saliency maps;simonyan;Workshop Proceedings of the International Conference on Learning Representations (ICLR),0

3. What i cannot predict, i do not understand: A human-centered evaluation framework for explain ability meth-ods;colin;Advances in Neural IInformation Processing Systems,2021

4. Deep inside convolutional networks: Visualising image classification models and saliency maps;simonyan;Workshop Proceedings of the International Conference on Learning Representations (ICLR),0

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

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