Bernárdez, G., Telyatnikov, L., Montagna, M., Baccini, F., Papillon, M., Miolane, N., et al.
Abstract
This paper describes the 2nd edition of the ICML Topological Deep Learning Challenge that was hosted within the ICML 2024 ELLIS Workshop on Geometry-grounded Representation Learning and Generative Modeling (GRaM). The challenge focused on the problem of representing data in different discrete topological domains in order to bridge the gap between Topological Deep Learning (TDL) and other types of structured datasets (e.g. point clouds, graphs). Specifically, participants were asked to design and implement topological liftings, i.e. mappings between different data structures and topological domains --like hypergraphs, or simplicial/cell/combinatorial complexes. The challenge received 52 submissions satisfying all the requirements. This paper introduces the main scope of the challenge, and summarizes the main results and findings.
Citation
Bernárdez, G., Telyatnikov, L., Montagna, M., Baccini, F., Papillon, M., Miolane, N., et al. (2024). ICML 2024 Topological Deep Learning Challenge: Design and Results. International Conference on Machine Learning
BibTeX
@misc{bernárdez2024icmltopologicaldeeplearning, title={ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain}, author={Guillermo Bernárdez and Lev Telyatnikov and Marco Montagna and Federica Baccini and Mathilde Papillon and Miquel Ferriol-Galmés and Mustafa Hajij and Theodore Papamarkou and Maria Sofia Bucarelli and Olga Zaghen and Johan Mathe and Audun Myers and Scott Mahan and Hansen Lillemark and Sharvaree Vadgama and Erik Bekkers and Tim Doster and Tegan Emerson and Henry Kvinge and Katrina Agate and Nesreen K Ahmed and Pengfei Bai and Michael Banf and Claudio Battiloro and Maxim Beketov and Paul Bogdan and Martin Carrasco and Andrea Cavallo and Yun Young Choi and George Dasoulas and Matouš Elphick and Giordan Escalona and Dominik Filipiak and Halley Fritze and Thomas Gebhart and Manel Gil-Sorribes and Salvish Goomanee and Victor Guallar and Liliya Imasheva and Andrei Irimia and Hongwei Jin and Graham Johnson and Nikos Kanakaris and Boshko Koloski and Veljko Kovač and Manuel Lecha and Minho Lee and Pierrick Leroy and Theodore Long and German Magai and Alvaro Martinez and Marissa Masden and Sebastian Mežnar and Bertran Miquel-Oliver and Alexis Molina and Alexander Nikitin and Marco Nurisso and Matt Piekenbrock and Yu Qin and Patryk Rygiel and Alessandro Salatiello and Max Schattauer and Pavel Snopov and Julian Suk and Valentina Sánchez and Mauricio Tec and Francesco Vaccarino and Jonas Verhellen and Frederic Wantiez and Alexander Weers and Patrik Zajec and Blaž Škrlj and Nina Miolane}, year={2024}, url={https://arxiv.org/abs/2409.05211} }
