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ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain

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Vydáno v:arXiv.org (Sep 8, 2024), p. n/a
Hlavní autor: Bernárdez, Guillermo
Další autoři: Telyatnikov, Lev, Montagna, Marco, Baccini, Federica, Papillon, Mathilde, Ferriol-Galmés, Miquel, Hajij, Mustafa, Papamarkou, Theodore, Bucarelli, Maria Sofia, Zaghen, Olga, Mathe, Johan, Myers, Audun, Mahan, Scott, Hansen Lillemark, Vadgama, Sharvaree, Bekkers, Erik, Doster, Tim, Emerson, Tegan, Kvinge, Henry, Agate, Katrina, Ahmed, Nesreen K, Bai, Pengfei, Banf, Michael, Battiloro, Claudio, Beketov, Maxim, Bogdan, Paul, Carrasco, Martin, Cavallo, Andrea, Yun Young Choi, Dasoulas, George, Elphick, Matouš, Escalona, Giordan, Filipiak, Dominik, Halley Fritze, Gebhart, Thomas, Gil-Sorribes, Manel, Goomanee, Salvish, Guallar, Victor, Imasheva, Liliya, Irimia, Andrei, Jin, Hongwei, Johnson, Graham, Kanakaris, Nikos, Koloski, Boshko, Kovač, Veljko, Lecha, Manuel, Lee, Minho, Leroy, Pierrick, Long, Theodore, Magai, German, Martinez, Alvaro, Masden, Marissa, Mežnar, Sebastian, Miquel-Oliver, Bertran, Molina, Alexis, Nikitin, Alexander, Nurisso, Marco, Piekenbrock, Matt, Yu, Qin, Rygiel, Patryk, Salatiello, Alessandro, Schattauer, Max, Snopov, Pavel, Suk, Julian, Sánchez, Valentina, Tec, Mauricio, Vaccarino, Francesco, Verhellen, Jonas, Wantiez, Frederic, Weers, Alexander, Zajec, Patrik, Škrlj, Blaž, Miolane, Nina
Vydáno:
Cornell University Library, arXiv.org
Témata:
Deep learning
Graphical representations
Combinatorial analysis
Data structures
Topology
On-line přístup:Citation/Abstract
Full text outside of ProQuest
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045 0 |b d20240908 
100 1 |a Bernárdez, Guillermo 
245 1 |a ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain 
260 |b Cornell University Library, arXiv.org  |c Sep 8, 2024 
513 |a Working Paper 
520 3 |a 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. 
653 |a Deep learning 
653 |a Graphical representations 
653 |a Combinatorial analysis 
653 |a Data structures 
653 |a Topology 
700 1 |a Telyatnikov, Lev 
700 1 |a Montagna, Marco 
700 1 |a Baccini, Federica 
700 1 |a Papillon, Mathilde 
700 1 |a Ferriol-Galmés, Miquel 
700 1 |a Hajij, Mustafa 
700 1 |a Papamarkou, Theodore 
700 1 |a Bucarelli, Maria Sofia 
700 1 |a Zaghen, Olga 
700 1 |a Mathe, Johan 
700 1 |a Myers, Audun 
700 1 |a Mahan, Scott 
700 1 |a Hansen Lillemark 
700 1 |a Vadgama, Sharvaree 
700 1 |a Bekkers, Erik 
700 1 |a Doster, Tim 
700 1 |a Emerson, Tegan 
700 1 |a Kvinge, Henry 
700 1 |a Agate, Katrina 
700 1 |a Ahmed, Nesreen K 
700 1 |a Bai, Pengfei 
700 1 |a Banf, Michael 
700 1 |a Battiloro, Claudio 
700 1 |a Beketov, Maxim 
700 1 |a Bogdan, Paul 
700 1 |a Carrasco, Martin 
700 1 |a Cavallo, Andrea 
700 1 |a Yun Young Choi 
700 1 |a Dasoulas, George 
700 1 |a Elphick, Matouš 
700 1 |a Escalona, Giordan 
700 1 |a Filipiak, Dominik 
700 1 |a Halley Fritze 
700 1 |a Gebhart, Thomas 
700 1 |a Gil-Sorribes, Manel 
700 1 |a Goomanee, Salvish 
700 1 |a Guallar, Victor 
700 1 |a Imasheva, Liliya 
700 1 |a Irimia, Andrei 
700 1 |a Jin, Hongwei 
700 1 |a Johnson, Graham 
700 1 |a Kanakaris, Nikos 
700 1 |a Koloski, Boshko 
700 1 |a Kovač, Veljko 
700 1 |a Lecha, Manuel 
700 1 |a Lee, Minho 
700 1 |a Leroy, Pierrick 
700 1 |a Long, Theodore 
700 1 |a Magai, German 
700 1 |a Martinez, Alvaro 
700 1 |a Masden, Marissa 
700 1 |a Mežnar, Sebastian 
700 1 |a Miquel-Oliver, Bertran 
700 1 |a Molina, Alexis 
700 1 |a Nikitin, Alexander 
700 1 |a Nurisso, Marco 
700 1 |a Piekenbrock, Matt 
700 1 |a Yu, Qin 
700 1 |a Rygiel, Patryk 
700 1 |a Salatiello, Alessandro 
700 1 |a Schattauer, Max 
700 1 |a Snopov, Pavel 
700 1 |a Suk, Julian 
700 1 |a Sánchez, Valentina 
700 1 |a Tec, Mauricio 
700 1 |a Vaccarino, Francesco 
700 1 |a Verhellen, Jonas 
700 1 |a Wantiez, Frederic 
700 1 |a Weers, Alexander 
700 1 |a Zajec, Patrik 
700 1 |a Škrlj, Blaž 
700 1 |a Miolane, Nina 
773 0 |t arXiv.org  |g (Sep 8, 2024), p. n/a 
786 0 |d ProQuest  |t Engineering Database 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/3102582667/abstract/embedded/J7RWLIQ9I3C9JK51?source=fedsrch 
856 4 0 |3 Full text outside of ProQuest  |u http://arxiv.org/abs/2409.05211