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Michelle Audirac

2 accepted papers

2025

E(n) Equivariant Topological Neural Networks

ICLR 2025poster

Graph neural networks excel at modeling pairwise interactions, but they cannot flexibly accommodate higher-order interactions and features. Topological deep learning (TDL) has emerged recently as a promising tool for addressing this issue. TDL enables the principled modeling of arbitrary multi-way,…

2024

SpaCE: The Spatial Confounding Environment

ICLR 2024poster

Spatial confounding poses a significant challenge in scientific studies involving spatial data, where unobserved spatial variables can influence both treatment and outcome, possibly leading to spurious associations. To address this problem, we introduce SpaCE: The Spatial Confounding Environment, th…