ICML 2023 拓扑深度学习挑战赛：设计与结果
机器学习
2024-01-19 v4
摘要
本文介绍了在 ICML 2023 机器学习中的拓扑与几何研讨会上举办的拓扑深度学习计算挑战赛。比赛要求参与者通过为 Python 包 TopoNetX（数据处理）和 TopoModelX（深度学习）做出贡献，提供文献中拓扑神经网络的开源实现。在为期两个月的赛程中，该挑战赛吸引了二十八份合格提交。本文描述了挑战赛的设计并总结了其主要发现。
引用
@article{arxiv.2309.15188,
title = {ICML 2023 Topological Deep Learning Challenge : Design and Results},
author = {Mathilde Papillon and Mustafa Hajij and Helen Jenne and Johan Mathe and Audun Myers and Theodore Papamarkou and Tolga Birdal and Tamal Dey and Tim Doster and Tegan Emerson and Gurusankar Gopalakrishnan and Devendra Govil and Aldo Guzmán-Sáenz and Henry Kvinge and Neal Livesay and Soham Mukherjee and Shreyas N. Samaga and Karthikeyan Natesan Ramamurthy and Maneel Reddy Karri and Paul Rosen and Sophia Sanborn and Robin Walters and Jens Agerberg and Sadrodin Barikbin and Claudio Battiloro and Gleb Bazhenov and Guillermo Bernardez and Aiden Brent and Sergio Escalera and Simone Fiorellino and Dmitrii Gavrilev and Mohammed Hassanin and Paul Häusner and Odin Hoff Gardaa and Abdelwahed Khamis and Manuel Lecha and German Magai and Tatiana Malygina and Rubén Ballester and Kalyan Nadimpalli and Alexander Nikitin and Abraham Rabinowitz and Alessandro Salatiello and Simone Scardapane and Luca Scofano and Suraj Singh and Jens Sjölund and Pavel Snopov and Indro Spinelli and Lev Telyatnikov and Lucia Testa and Maosheng Yang and Yixiao Yue and Olga Zaghen and Ali Zia and Nina Miolane},
journal= {arXiv preprint arXiv:2309.15188},
year = {2024}
}