Loss Harmonizing for Multi-Scenario CTR Prediction

Author:

Liu Congcong1ORCID,Shi Liang2ORCID,Wang Pei2ORCID,Teng Fei2ORCID,Jiang Xue2ORCID,Peng Changping2ORCID,Lin Zhangang2ORCID,Shao Jingping2ORCID

Affiliation:

1. JD.com, Hong Kong and ECE, HKUST, Hong Kong

2. JD.com, China

Publisher

ACM

Reference19 articles.

1. Rich Caruana . 1997. Multitask learning. Machine learning 28, 1 ( 1997 ), 41–75. Rich Caruana. 1997. Multitask learning. Machine learning 28, 1 (1997), 41–75.

2. Zhao Chen , Vijay Badrinarayanan , Chen-Yu Lee , and Andrew Rabinovich . 2018 . Gradnorm: Gradient normalization for adaptive loss balancing in deep multitask networks . In International conference on machine learning. PMLR, 794–803 . Zhao Chen, Vijay Badrinarayanan, Chen-Yu Lee, and Andrew Rabinovich. 2018. Gradnorm: Gradient normalization for adaptive loss balancing in deep multitask networks. In International conference on machine learning. PMLR, 794–803.

3. Michael Crawshaw . 2020. Multi-task learning with deep neural networks: A survey. arXiv preprint arXiv:2009.09796 ( 2020 ). Michael Crawshaw. 2020. Multi-task learning with deep neural networks: A survey. arXiv preprint arXiv:2009.09796 (2020).

4. Adaptive Domain Interest Network for Multi-domain Recommendation

5. Diederik  P Kingma and Jimmy Ba . 2014 . Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014). Diederik P Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014).

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