A Topology Layer for Machine Learning

29 May 2019

Rickard Brüel-Gabrielsson

Papers citing "A Topology Layer for Machine Learning"

22 / 22 papers shown

Title
Directional Sign Loss: A Topology-Preserving Loss Function that Approximates the Sign of Finite Differences Harvey Dam Tripti Agarwal Ganesh Gopalakrishnan 63 0 0 05 Apr 2025
Revisiting Point Cloud Completion: Are We Ready For The Real-World? Stuti Pathak Prashant Kumar Nicholus Mboga Gunther Steenackers R. Penne Rudi Penne 381 0 0 26 Nov 2024
TopoDiffusionNet: A Topology-aware Diffusion Model Saumya Gupta Dimitris Samaras Chong Chen DiffM 79 4 0 22 Oct 2024
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning Naheed Anjum Arafat D. Basu Yulia R. Gel Yuzhou Chen AAML 357 1 0 21 Sep 2024
Topology of Learning in Artificial Neural Networks Maxime Gabella 27 10 0 21 Feb 2019
Explicit topological priors for deep-learning based image segmentation using persistent homology J. Clough Ilkay Oksuz Nicholas Byrne Julia A. Schnabel A. King 34 67 0 29 Jan 2019
Characterizing the Shape of Activation Space in Deep Neural Networks Thomas Gebhart Paul Schrater Alan Hylton AAML 30 7 0 28 Jan 2019
Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology Bastian Rieck Matteo Togninalli Christian Bock Michael Moor Max Horn Thomas Gumbsch Karsten Borgwardt 53 111 0 23 Dec 2018
Topology-Aware Surface Reconstruction for Point Clouds Rickard Brüel-Gabrielsson Vignesh Ganapathi-Subramanian Primoz Skraba Leonidas Guibas 3DPC 21 46 0 29 Nov 2018
Topological Approaches to Deep Learning Gunnar Carlsson Rickard Brüel-Gabrielsson 47 66 0 02 Nov 2018
Exposition and Interpretation of the Topology of Neural Networks Rickard Brüel-Gabrielsson Gunnar Carlsson FAtt 29 53 0 08 Oct 2018
Adversarial Attacks and Defences: A Survey Anirban Chakraborty Manaar Alam Vishal Dey Anupam Chattopadhyay Debdeep Mukhopadhyay AAML OOD 51 676 0 28 Sep 2018
A Topological Regularizer for Classifiers via Persistent Homology Chao Chen Xiuyan Ni Qinxun Bai Yusu Wang 61 112 0 27 Jun 2018
On Characterizing the Capacity of Neural Networks using Algebraic Topology William H. Guss Ruslan Salakhutdinov 59 89 0 13 Feb 2018
Adversary Detection in Neural Networks via Persistent Homology Thomas Gebhart Paul Schrater AAML 55 25 0 28 Nov 2017
Persistent homology machine learning for fingerprint classification Noah Giansiracusa Robert S. Giansiracusa Chul Moon 45 41 0 24 Nov 2017
Deep Learning with Topological Signatures Christoph Hofer Roland Kwitt Marc Niethammer A. Uhl 3DPC 54 242 0 13 Jul 2017
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 252 1,949 0 24 Oct 2016
Applying Topological Persistence in Convolutional Neural Network for Music Audio Signals Jen-Yu Liu Shyh-Kang Jeng Yi-Hsuan Yang 38 34 0 26 Aug 2016
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 140 4,224 0 12 Jun 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 368 8,999 0 10 Jun 2016
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 161 18,922 0 20 Dec 2014