Mitigating Unwanted Biases with Adversarial Learning

Author:

Zhang Brian Hu1,Lemoine Blake2,Mitchell Margaret2

Affiliation:

1. Stanford University, Stanford, CA, USA

2. Google, Mountain View, CA, USA

Publisher

ACM

Reference9 articles.

1. Asuncion A. and Newman D. 2007. Uci machine learning repository. Asuncion A. and Newman D. 2007. Uci machine learning repository.

2. Beutel A.; Chen J.; Zhao Z.; and Chi E. H. 2017. Data decisions and theoretical implications when adversarially learning fair representations. arXiv preprint arXiv:1707.00075. Beutel A.; Chen J.; Zhao Z.; and Chi E. H. 2017. Data decisions and theoretical implications when adversarially learning fair representations. arXiv preprint arXiv:1707.00075.

3. Bolukbasi T.; Chang K.-W.; Zou J. Y.; Saligrama V.; and Kalai A. T. 2016. Man is to computer programmer as woman is to homemaker? debiasing word embeddings. In Advances in Neural Information Processing Systems 4349--4357. Bolukbasi T.; Chang K.-W.; Zou J. Y.; Saligrama V.; and Kalai A. T. 2016. Man is to computer programmer as woman is to homemaker? debiasing word embeddings. In Advances in Neural Information Processing Systems 4349--4357.

4. Goodfellow I.; Pouget-Abadie J.; Mirza M.; Xu B.; Warde-Farley D.; Ozair S.; Courville A.; and Bengio Y. 2014. Generative adversarial nets. In Advances in neural information processing systems 2672--2680. Goodfellow I.; Pouget-Abadie J.; Mirza M.; Xu B.; Warde-Farley D.; Ozair S.; Courville A.; and Bengio Y. 2014. Generative adversarial nets. In Advances in neural information processing systems 2672--2680.

5. Hardt M.; Price E.; Srebro N.; etal 2016. Equality of opportunity in supervised learning. In Advances in Neural Information Processing Systems 3315--3323. Hardt M.; Price E.; Srebro N.; et al. 2016. Equality of opportunity in supervised learning. In Advances in Neural Information Processing Systems 3315--3323.

Cited by 569 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. Wearing myopia glasses on GANs: Mitigating bias for pre-trained Generative Adversarial Networks via online prior perturbation;Applied Soft Computing;2024-11

2. Sensing the diversity of rumors: Rumor detection with hierarchical prototype contrastive learning;Information Processing & Management;2024-11

3. NeuFair: Neural Network Fairness Repair with Dropout;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

4. Efficient DNN-Powered Software with Fair Sparse Models;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

5. A Large-Scale Empirical Study on Improving the Fairness of Image Classification Models;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