NeurIPS 2020 Workshop TDA and Beyond Submissions

Betti numbers of attention graphs is all you really need
Anonymous
- 10 Oct 2020 (modified: 05 May 2023)
- Submitted to TDA & Beyond 2020
- Readers: Everyone
Topo Sampler: A Topology Constrained Noise Sampling for GANs
Adrish Dey, Sayantan Das
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Spotlight
- Readers: Everyone
Passive Encrypted IoT Device Fingerprinting with Persistent Homology
Joe Collins, Michaela Iorga, Dmitry Cousin, David Chapman
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Multidimensional Persistence Module Classification via Lattice-Theoretic Convolutions
Hans Matthew Riess, Jakob Hansen
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Spotlight
- Readers: Everyone
Comparing Distance Metrics on Vectorized Persistence Summaries
Brittany Fasy, Yu Qin, Brian Summa, Carola Wenk
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Interpretable Phase Detection and Classification with Persistent Homology
Gregory Loges, Alex Cole, Gary Shiu
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Using topological autoencoders as a filtering function for global and local topology
Filip Cornell
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Permutation invariant networks to learn Wasserstein metrics
Arijit Sehanobish, Neal G Ravindra, David van Dijk
- Published: 31 Oct 2020, Last Modified: 22 Oct 2023
- TDA & Beyond 2020 Spotlight
- Readers: Everyone
Characterizing the Latent Space of Molecular Deep Generative Models with Persistent Homology Metrics
Yair Schiff, Payel Das, Vijil Chenthamarakshan, Karthikeyan Natesan Ramamurthy
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Spotlight
- Readers: Everyone
Inter-layer Information Similarity Assessment of Deep Neural Networks Via Topological Similarity and Persistence Analysis of Data Neighbour Dynamics
Anonymous
- 10 Oct 2020 (modified: 05 May 2023)
- Submitted to TDA & Beyond 2020
- Readers: Everyone
Witness Autoencoder: Shaping the Latent Space with Witness Complexes
Simon Till Schönenberger, Anastasiia Varava, Vladislav Polianskii, Jen Jen Chung, Danica Kragic, Roland Siegwart
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Challenging Euclidean Topological Autoencoders
Michael Moor, Max Horn, Karsten Borgwardt, Bastian Rieck
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Topological Echoes of Primordial Physics in the Universe at Large Scales
Alex Cole, Matteo Biagetti, Gary Shiu
- Published: 31 Oct 2020, Last Modified: 22 Oct 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
On The Topological Expressive Power of Neural Networks
Giovanni Petri, António Leitão
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
On the Importance of Looking at the Manifold
Anonymous
- 10 Oct 2020 (modified: 05 May 2023)
- Submitted to TDA & Beyond 2020
- Readers: Everyone
Sheaf Neural Networks
Jakob Hansen, Thomas Gebhart
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Spotlight
- Readers: Everyone
Can neural networks learn persistent homology features?
Guido Montufar, Nina Otter, Yu Guang Wang
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Regularization of Persistent Homology Gradient Computation
Padraig Corcoran, Bailin Deng
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Hotspot identification for Mapper graphs
Ciara Frances Loughrey, Anna Jurek-Loughrey, Nick Orr, Pawel Dlotko
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Novel Topological Shapes of Model Interpretability
Hendrik Jacob van Veen
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Simplicial 2-Complex Convolutional Neural Networks
Eric Bunch, Qian You, Glenn Fung, Vikas Singh
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Teaspoon: A comprehensive python package for topological signal processing
Audun D Myers, Melih Yesilli, Sarah Tymochko, Firas Khasawneh, Elizabeth Munch
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Zero-shot Active Learning with Topological Clustering for Multiclass Classification
Anonymous
- 10 Oct 2020 (modified: 05 May 2023)
- Submitted to TDA & Beyond 2020
- Readers: Everyone
Simplicial Neural Networks
Stefania Ebli, Michaël Defferrard, Gard Spreemann
- Published: 31 Oct 2020, Last Modified: 22 Oct 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone
Multi-parameter hierarchical clustering and beyond
Alexander Rolle
- Published: 31 Oct 2020, Last Modified: 05 May 2023
- TDA & Beyond 2020 Poster
- Readers: Everyone