Reimagining Graph Classification from a Prototype View with Optimal Transport: Algorithm and Theorem

Author:

Qian Chen1ORCID,Tang Huayi1ORCID,Liang Hong2ORCID,Liu Yong1ORCID

Affiliation:

1. Gaoling School of Artificial Intelligence, Renmin University of China, Beijing, China

2. School of Electronic and Computer Engineering, Peking University, Shenzhen, China

Funder

Beijing Outstanding Young Scientist Program

Public Computing Cloud, Renmin University of China

Beijing Natural Science Foundation

National Natural Science Foundation of China

Fundamental Research Funds for the Central Universities, Research Funds of Renmin University of China

Unicom Innovation Ecological Cooperation Plan

National Key Research and Development Project

Intelligent Social Governance Interdisciplinary Platform, Major Innovation \& Planning Interdisciplinary Platform for the ?Double-First Class? Initiative, Renmin University of China

Huawei-Renmin University joint program on Information Retrieval

Publisher

ACM

Reference78 articles.

1. Karsten M. Borgwardt and Hans-Peter Kriegel. 2005. Shortest-Path Kernels on Graphs. In Proceedings of the 5th IEEE International Conference on Data Mining. 74--81.

2. Protein function prediction via graph kernels

3. 10.1162/153244302760200704

4. Olivier Bousquet, Yegor Klochkov, and Nikita Zhivotovskiy. 2020. Sharper Bounds for Uniformly Stable Algorithms. In Conference on Learning Theory, Vol. 125. 610--626.

5. Luc Brogat-Motte, Rémi Flamary, Céline Brouard, Juho Rousu, and Florence d'Alché Buc. 2022. Learning to predict graphs with fused Gromov-Wasserstein barycenters. In International Conference on Machine Learning. 2321--2335.

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