207 citations · 211 across the 12 of their papers we have counts for
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cs.LG2023★ 1 cited
Homological Convolutional Neural Networks
Antonio Briola, Yuanrong Wang, Silvia Bartolucci +1
Deep learning methods have demonstrated outstanding performances on classification and regression tasks on homogeneous data types (e.g., image, audio, and text data). However, tabu…
cs.LG2023★ 1 cited
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity
Yuanrong Wang, Antonio Briola, Tomaso Aste
The rapid progress of Artificial Intelligence research came with the development of increasingly complex deep learning models, leading to growing challenges in terms of computation…
cs.LG2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series
Yuanrong Wang, Tomaso Aste
We propose an end-to-end architecture for multivariate time-series prediction that integrates a spatial-temporal graph neural network with a matrix filtering module. This module ge…