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09/18/2023
Graph topological property recovery with heat and wave dynamics-based features on graphs
In this paper, we propose Graph Differential Equation Network (GDeNet), ...
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07/31/2023
A Flow Artist for High-Dimensional Cellular Data
We consider the problem of embedding point cloud data sampled from an un...
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06/13/2023
Inferring dynamic regulatory interaction graphs from time series data with perturbations
Complex systems are characterized by intricate interactions between enti...
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08/15/2022
Learnable Filters for Geometric Scattering Modules
We propose a new graph neural network (GNN) module, based on relaxations...
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06/08/2022
Diffusion Curvature for Estimating Local Curvature in High Dimensional Data
We introduce a new intrinsic measure of local curvature on point-cloud d...
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01/24/2022
Guided Generative Protein Design using Regularized Transformers
The development of powerful natural language models have increased the a...
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10/12/2021