[PDF][PDF] Position: Topological Deep Learning is the New Frontier for Relational Learning
Topological deep learning (TDL) is a rapidly evolving field that uses topological features to
understand and design deep learning models. This paper posits that TDL may complement …
understand and design deep learning models. This paper posits that TDL may complement …
Position: Topological Deep Learning is the New Frontier for Relational Learning
Topological deep learning (TDL) is a rapidly evolving field that uses topological features to
understand and design deep learning models. This paper posits that TDL is the new frontier …
understand and design deep learning models. This paper posits that TDL is the new frontier …
Task-based augmented merge trees with fibonacci heaps
This paper presents a new algorithm for the fast, shared memory multi-core computation of
augmented merge trees on triangulations. In contrast to most existing parallel algorithms …
augmented merge trees on triangulations. In contrast to most existing parallel algorithms …
Task-based augmented contour trees with fibonacci heaps
This paper presents a new algorithm for the fast, shared memory, multi-core computation of
augmented contour trees on triangulations. In contrast to most existing parallel algorithms …
augmented contour trees on triangulations. In contrast to most existing parallel algorithms …
Visualization in astrophysics: Developing new methods, discovering our universe, and educating the earth
F Lan, M Young, L Anderson… - Computer graphics …, 2021 - Wiley Online Library
We present a state‐of‐the‐art report on visualization in astrophysics. We survey
representative papers from both astrophysics and visualization and provide a taxonomy of …
representative papers from both astrophysics and visualization and provide a taxonomy of …
Task-based augmented Reeb graphs with dynamic ST-trees
This paper presents, to the best of our knowledge, the first parallel algorithm for the
computation of the augmented Reeb graph of piecewise linear scalar data. Such augmented …
computation of the augmented Reeb graph of piecewise linear scalar data. Such augmented …
Modeling the influence of visual density on cluster perception in scatterplots using topology
Scatterplots are used for a variety of visual analytics tasks, including cluster identification,
and the visual encodings used on a scatterplot play a deciding role on the level of visual …
and the visual encodings used on a scatterplot play a deciding role on the level of visual …
Fast Comparative Analysis of Merge Trees Using Locality Sensitive Hashing
W Lyu, R Sridharamurthy, JM Phillips… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Scalar field comparison is a fundamental task in scientific visualization. In topological data
analysis, we compare topological descriptors of scalar fields—such as persistence diagrams …
analysis, we compare topological descriptors of scalar fields—such as persistence diagrams …
A Comparative Study of the Perceptual Sensitivity of Topological Visualizations to Feature Variations
TM Athawale, B Triana, T Kotha… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Color maps are a commonly used visualization technique in which data are mapped to
optical properties, eg, color or opacity. Color maps, however, do not explicitly convey …
optical properties, eg, color or opacity. Color maps, however, do not explicitly convey …