Publications

Under Review

Papillon, M., Bernárdez, G., Battiloro, C.* and Miolane, N.*, 2024. "TopoTune: A Framework for Generalized Combinatorial Complex Neural Networks." || Under review. [Paper] [Code]

Sanborn, S.*, Mathe, J.*, Papillon, M.*, Buracas, D., Lillemark, H.J., Shewmake, C., Bertics, A., Pennec, X. and Miolane, N., 2024. "Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures." || Under review. [Paper]

Papillon M., Sanborn S., Hajij M., Miolane N., 2023. "Architectures of Topological Deep Learning: A Survey of Topological Neural Networks." || Under review.  [Paper] [Awesome-TNNs].

Hajij, M.*, Papillon, M.*, Frantzen, F.*, Agerberg, J., AlJabea, I., Ballester, R., Battiloro, C., Bernárdez, G., Birdal, T., Brent, A., Chin, P., Escalera, S., Fiorellino, S., Gardaa, O. H., Gopalakrishnan, G., Govil, D., Hoppe, J., Karri, M. R., Khouja, J., Lecha, M., Livesay, N., Meißner, J., Mukherjee, S., Nikitin, A., Papamarkou, T., Prílepok, J., Ramamurthy, K. N., Rosen, P., Guzmán-Sáenz, A., Salatiello, A., Samaga, S. N., Scardapane, S., Schaub, M. T., Scofano, L., Spinelli, I., Telyatnikov, L., Truong, Q., Walters, R., Yang, M., Zaghen, O., Zamzmi, G., Zia, A., Miolane, N. (2024). TopoX: A Suite of Python Packages for Machine Learning on Topological Domains.  || Under review. [Paper] [Code]

Conference Publications

Papillon, M., Hajij, M., Frantzen, F., Hoppe, J., Jenne, H., Mathe, J., Myers, A., Papamarkou, T., Schaub, M. T., Zamzmi, G., et al. "ICML 2023 Topological Deep Learning Challenge: Design and Results." || In Proceedings of 2nd Annual Workshop on Topology, Algebra, and Geometry in Machine Learning (TAG-ML) at ICML. Honolulu, USA. [Paper] [Challenge].

Papillon M., Pettee M., Miolane N. "Intentional Choreography with Semi-Supervised Recurrent VAEs." || NeurIPS Workshop: Machine Learning for Creativity and Design (2022), New Orleans, USA.  [Paper] [Code].

Papillon M., Pettee M., Miolane N. "PirouNet: Creating Dance through Artist-Centric Deep Learning." || EAI ArtsIT Conference (2022), Faro, Portugal. Best Paper Award (Oral).  [Paper] [Code].