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topological deep learning

2 papers across 1 session

Poster Session 1

2 papers
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Point Cloud Synthesis Using Inner Product Transforms
#3700 · Ernst Röell, Bastian Rieck

We develop a differentiable, invertible geometrical-topological encoding of point clouds based on inner products.
Copresheaf Topological Neural Networks: A Generalized Deep Learning Framework
#2605 · Mustafa Hajij, Lennart Bastian, Sarah Osentoski, Hardik Kabaria, John Davenport, Dawood, Balaji Cherukuri, Joseph Kocheemoolayil, Nastaran Shahmansouri, Adrian Lew, Theodore Papamarkou, Tolga Birdal