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09/14/2023
Directed Scattering for Knowledge Graph-based Cellular Signaling Analysis
Directed graphs are a natural model for many phenomena, in particular sc...
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07/08/2023
Manifold Filter-Combine Networks
We introduce a class of manifold neural networks (MNNs) that we call Man...
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06/01/2023
Curvature corrected tangent space-based approximation of manifold-valued data
When generalizing schemes for real-valued data approximation or decompos...
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05/23/2023
Detecting and Mitigating Indirect Stereotypes in Word Embeddings
Societal biases in the usage of words, including harmful stereotypes, ar...
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12/23/2022
A Convergence Rate for Manifold Neural Networks
High-dimensional data arises in numerous applications, and the rapidly d...
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11/24/2022
Multi-scale Hybridized Topic Modeling: A Pipeline for Analyzing Unstructured Text Datasets via Topic Modeling
We propose a multi-scale hybridized topic modeling method to find hidden...
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08/17/2022
Geometric Scattering on Measure Spaces
The scattering transform is a multilayered, wavelet-based transform init...
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06/21/2022