Maroulas, Vasileios

4 publications

ICML 2024 Position: Topological Deep Learning Is the New Frontier for Relational Learning Theodore Papamarkou, Tolga Birdal, Michael M. Bronstein, Gunnar E. Carlsson, Justin Curry, Yue Gao, Mustafa Hajij, Roland Kwitt, Pietro Lio, Paolo Di Lorenzo, Vasileios Maroulas, Nina Miolane, Farzana Nasrin, Karthikeyan Natesan Ramamurthy, Bastian Rieck, Simone Scardapane, Michael T Schaub, Petar Veličković, Bei Wang, Yusu Wang, Guowei Wei, Ghada Zamzmi

JMLR 2023 Topological Convolutional Layers for Deep Learning Ephy R. Love, Benjamin Filippenko, Vasileios Maroulas, Gunnar Carlsson

NeurIPSW 2020 Topological Convolutional Neural Networks Ephy Love, Benjamin Filippenko, Vasileios Maroulas, Gunnar E. Carlsson

JMLR 2019 Nonparametric Estimation of Probability Density Functions of Random Persistence Diagrams Vasileios Maroulas, Joshua L Mike, Christopher Oballe