{"id":23,"date":"2022-01-14T17:00:08","date_gmt":"2022-01-14T17:00:08","guid":{"rendered":"https:\/\/www.ub.edu\/tml_ub\/?page_id=23"},"modified":"2026-05-10T09:06:42","modified_gmt":"2026-05-10T09:06:42","slug":"articles","status":"publish","type":"page","link":"https:\/\/www.ub.edu\/tml_ub\/articles\/","title":{"rendered":"Articles"},"content":{"rendered":"\n

Aina Ferr\u00e0 Marc\u00fas, Carles Casacuberta, Josep Vives, Joan Guich, Gerard Amor\u00f3s-Figueras, Jose M. Guerra
Topological analysis of hemodynamic response to cardiac resynchronization therapy
arxiv:2604.18634<\/a> (April 2026)<\/p>\n\n\n\n

Meritxell Vila-Mi\u00f1ana, Robert Jankowski, Aina Ferr\u00e0 Marc\u00fas, Rub\u00e9n Ballester, M. \u00c1ngeles Serrano, Carles Casacuberta
Motif-based filtrations for persistent homology: A framework for graph isomorphism and property prediction
arXiv:2604.15265<\/a> (April 2026)<\/p>\n\n\n\n

Aina Ferr\u00e0 Marc\u00fas, Robert Jankowski, Meritxell Vila Mi\u00f1ana, Carles Casacuberta, M. \u00c1ngeles Serrano
Chordless cycle filtrations for dimensionality detection in complex networks via topological data analysis
Nature Communications<\/i> (2026), open access
DOI:10.1038\/s41467-026-72687-z<\/a><\/p>\n\n\n\n

Rub\u00e9n Ballester, Carles Casacuberta, Sergio Escalera
Topological Data Analysis for Neural Networks
SpringerBriefs in Computer Science, Springer, Cham, 2026
https:\/\/link.springer.com\/book\/10.1007\/978-3-032-08283-1<\/a><\/p>\n\n\n\n

Melih Barsbey, Rub\u00e9n Ballester, Andac Demir, Carles Casacuberta, Pablo Hern\u00e1ndez-Garc\u00eda, David Pujol-Perich, Sarper Yurtseven, Sergio Escalera, Claudio Battiloro, Mustafa Hajij, Tolga Birdal
Higher-order molecular learning: The Cellular Transformer
ICLR 2025 Workshop on Generative and Experimental Perspectives for Biomolecular Design
OpenReview<\/a> (March 2025)<\/p>\n\n\n\n

Rub\u00e9n Ballester, Ernst R\u00f6ell, Daniel Bin Schmid, Mathieu Alain, Sergio Escalera, Carles Casacuberta, Bastian Rieck
MANTRA: The Manifold Triangulations Assemblage
International Conference on Learning Representations, ICLR 2025, 7437-7466 (2025)
OpenReview<\/a> (January 2025)<\/p>\n\n\n\n

Rub\u00e9n Ballester, Bastian Rieck
On the expressivity of persistent homology in graph learning
Third Learning on Graphs Conference, LoG 2024
Proceedings of Machine Learning Research<\/i> 269:42:1-42:31 (2025), open access
https:\/\/proceedings.mlr.press\/v269\/ballester25a.html<\/a><\/p>\n\n\n\n

Rub\u00e9n Ballester, Pablo Hern\u00e1ndez-Garc\u00eda, Mathilde Papillon, Claudio Battiloro, Nina Miolane, Tolga Birdal, Carles Casacuberta, Sergio Escalera, Mustafa Hajij
Attending to topological spaces: The Cellular Transformer
arXiv:2405.14094<\/a> (May 2024)<\/p>\n\n\n\n

Mustafa Hajij, Mathilde Papillon, Florian Frantzen, Jens Agerberg, Ibrahem AlJabea, Rub\u00e9n Ballester, et al.
TopoX: A Suite of Python Packages for Machine Learning on Topological Domains
Journal of Machine Learning Research<\/em> 25(374):1-8 (2024)
https:\/\/www.jmlr.org\/papers\/v25\/24-0110.html<\/a><\/p>\n\n\n\n

Rub\u00e9n Ballester, Carles Casacuberta, Sergio Escalera
Topological data analysis for neural network analysis: A comprehensive survey
arXiv:2312.05840<\/a> (December 2023)<\/p>\n\n\n\n

Rub\u00e9n Ballester, Xavier Arnal Clemente, Carles Casacuberta, Meysam Madadi, Ciprian A. Corneanu, Sergio Escalera
Predicting the generalization gap in neural networks using topological data analysis
Neurocomputing<\/i> 596 (2024), 127787, open access
DOI:10.1016\/j.neucom.2024.127787<\/a><\/p>\n\n\n\n

Rub\u00e9n Ballester, Carles Casacuberta, Sergio Escalera
Decorrelating neurons using persistence
NeurIPS 2023 Workshop on Symmetry and Geometry in Neural Representations
Proceedings of Machine Learning Research<\/em> 228:164-182 (2024), open access
https:\/\/proceedings.mlr.press\/v228\/ballester24a.html<\/a><\/p>\n\n\n\n

Aina Ferr\u00e0, Gloria Cecchini, Fritz-Pere Nobbe Fisas, Carles Casacuberta, Ignasi Cos
A topological classifier to characterize brain states: When shape matters more than variance
PLoS ONE<\/em> 18(10): e0292049 (2023), open access
DOI:10.1371\/journal.pone.0292049<\/a><\/p>\n\n\n\n

Aina Ferr\u00e0, Carles Casacuberta, Oriol Pujol
Importance attribution in neural networks by means of persistence landscapes of time series
Neural Computing and Applications<\/i> 35, 20143-20156 (2023), open access
DOI:10.1007\/s00521-023-08731-6<\/a><\/p>\n\n\n\n

Aina Ferr\u00e0, Carles Casacuberta, Oriol Pujol
Reconstruction of univariate functions from directional persistence diagrams
Applicable Algebra in Engineering, Communication and Computing<\/i> (2026)
DOI:10.1007\/s00200-025-00710-9<\/a><\/p>\n\n\n\n

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Aina Ferr\u00e0 Marc\u00fas, Carles Casacuberta, Josep Vives, Joan Guich, Gerard Amor\u00f3s-Figueras, Jose M. GuerraTopological analysis of hemodynamic response to cardiac resynchronization therapyarxiv:2604.18634 (April 2026) Meritxell Vila-Mi\u00f1ana, Robert Jankowski, Aina Ferr\u00e0 Marc\u00fas, Rub\u00e9n Ballester, M. \u00c1ngeles Serrano, Carles CasacubertaMotif-based filtrations for persistent homology: A framework for graph isomorphism and property predictionarXiv:2604.15265 (April 2026) Aina Ferr\u00e0 Marc\u00fas,Continue reading “Articles”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-23","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/pages\/23","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/comments?post=23"}],"version-history":[{"count":81,"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/pages\/23\/revisions"}],"predecessor-version":[{"id":910,"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/pages\/23\/revisions\/910"}],"wp:attachment":[{"href":"https:\/\/www.ub.edu\/tml_ub\/wp-json\/wp\/v2\/media?parent=23"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}