Workshop

Topological, Algebraic, and Geometric Pattern Recognition with Applications Workshop Proposal

Tegan Emerson · Henry Kvinge · Timothy Doster · Alexander Cloninger · Bastian Rieck · Sarah Tymochko

Project Page [ Contact: tegan.emerson@pnnl.gov ]

Video

Chat is not available.

Schedule

Timezone: America/Los_Angeles

8:45 AM

Opening Remarks Opening Remarks

Tegan Emerson · Timothy Doster

9:00 AM

A Survey of Topological Neural Networks Keynote

Nina Miolane

10:00 AM

Coffee Break

10:45 AM

Topology Preserving Compositionality for Robust Medical Image Segmentation Spotlight

Ainkaran Santhirasekaram · Mathias Winkler · Andrea Rockall · Ben Glocker

11:00 AM

Hamming Similarity and Graph Laplacians for Class Partitioning and Adversarial Image Detection Spotlight

Huma Jamil · Yajing Liu · Turgay Caglar · Christina Cole · Nathaniel Blanchard · Christopher Peterson · Michael Kirby

11:15 AM

TopFusion: Using Topological Feature Space for Fusion and Imputation in Multi-Modal Data Spotlight

Tegan Emerson · Audun Myers · Henry Kvinge

11:30 AM

Quantifying Extrinsic Curvature in Neural Manifolds Spotlight

Francisco Acosta · Sophia Sanborn · Khanh Dao Duc · Manu Madhav · Nina Miolane

11:45 AM

Lunch

1:30 PM

Recognizing Rigid Patterns of Unlabeled Point Clouds Keynote

Vitaliy Kurlin

2:30 PM

Topology-Aware Focal Loss for 3D Image Segmentation Spotlight

Andac Demir · Elie Massaad · Bulent Kiziltan

2:45 PM

Making Corgis Important for Honeycomb Classification: Adversarial Attacks on Concept-based Explainability Tools Spotlight

Davis Brown · Henry Kvinge

3:00 PM

Coffee Break

3:45 PM

Shape and Intensity Analysis of Glioblastoma Multiforme Tumors Spotlight

Yi Chen Chen

4:00 PM

Robust Hierarchical Symbolic Explanations in Hyperbolic Space for Image Classification Spotlight

Ainkaran Santhirasekaram · Avinash Kori · Mathias Winkler · Andrea Rockall · Francesca Toni · Ben Glocker

4:15 PM

Euler Characteristic Transform Based Topological Loss for Reconstructing 3D Images from Single 2D Slices Spotlight

Kalyan Nadimpalli · Amit Chattopadhyay · Bastian Rieck

4:30 PM

Closing Remarks Closing Remarks

Tegan Emerson · Timothy Doster

5:00 PM

Social Hour @ Lions Pub Community Activity