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Axel Elaldi

2 accepted papers

2025

Flash Invariant Point Attention

NeurIPS 2025spotlight

Invariant Point Attention (IPA) is a key algorithm for geometry-aware modeling in structural biology, central to many protein and RNA models. However, its quadratic complexity limits the input sequence length. We introduce FlashIPA, a factorized reformulation of IPA that leverages hardware-efficient…

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2024

Equivariant spatio-hemispherical networks for diffusion MRI deconvolution

NeurIPS 2024poster

Each voxel in a diffusion MRI (dMRI) image contains a spherical signal corresponding to the direction and strength of water diffusion in the brain. This paper advances the analysis of such spatio-spherical data by developing convolutional network layers that are equivariant to the $\mathbf{E(3) \tim…