Topology of deep neural networks

13 April 2020

Papers citing "Topology of deep neural networks"

33 / 33 papers shown

Title
A Relative Homology Theory of Representation in Neural Networks Kosio Beshkov 194 0 0 17 Feb 2025
A Metric Topology of Deep Learning for Data Classification Jwo-Yuh Wu L. Huang Wen-Hsuan Li Chun-Hung Liu 154 0 0 20 Jan 2025
Persistent Topological Features in Large Language Models Yuri Gardinazzi Giada Panerai Karthik Viswanathan A. Ansuini Alberto Cazzaniga Matteo Biagetti 144 2 0 14 Oct 2024
On Learnable Parameters of Optimal and Suboptimal Deep Learning Models Ziwei Zheng Huizhi Liang V. Snás̃el Vito Latora Panos Pardalos Giuseppe Nicosia Varun Ojha 49 1 0 21 Aug 2024
Semiring Activation in Neural Networks B. Smets Peter D. Donker Jim W. Portegies LLMSV 82 0 0 29 May 2024
Deep Learning as Ricci Flow Anthony Baptista Alessandro Barp Tapabrata Chakraborti Chris Harbron Ben D. MacArthur Christopher R. S. Banerji AI4CE 85 1 0 22 Apr 2024
On Characterizing the Evolution of Embedding Space of Neural Networks using Algebraic Topology Suryaka Suresh Bishshoy Das V. Abrol Sumantra Dutta Roy 42 3 0 08 Nov 2023
Deep neural networks architectures from the perspective of manifold learning German Magai AAML AI4CE 61 6 0 06 Jun 2023
Data Topology-Dependent Upper Bounds of Neural Network Widths Sangmin Lee Jong Chul Ye 72 1 0 25 May 2023
Importance attribution in neural networks by means of persistence landscapes of time series Aina Ferrà Carles Casacuberta O. Pujol AI4TS 70 4 0 06 Feb 2023
Topological Data Analysis for Speech Processing Eduard Tulchinskii Kristian Kuznetsov Laida Kushnareva D. Cherniavskii S. Barannikov Irina Piontkovskaya Sergey I. Nikolenko Evgeny Burnaev 68 6 0 30 Nov 2022
Isometric Representations in Neural Networks Improve Robustness Kosio Beshkov Jonas Verhellen M. Lepperød AAML OOD 61 1 0 02 Nov 2022
FONDUE: an algorithm to find the optimal dimensionality of the latent representations of variational autoencoders Lisa Bonheme M. Grzes DRL 86 6 0 26 Sep 2022
Topological data analysis on noisy quantum computers I. Akhalwaya Shashanka Ubaru K. Clarkson M. Squillante Vishnu Jejjala Yangfan He Kugendran Naidoo Vasileios Kalantzis L. Horesh 99 14 0 19 Sep 2022
Neural Collapse with Normalized Features: A Geometric Analysis over the Riemannian Manifold Can Yaras Peng Wang Zhihui Zhu Laura Balzano Qing Qu 64 44 0 19 Sep 2022
Transformers with Learnable Activation Functions Haishuo Fang Ji-Ung Lee N. Moosavi Iryna Gurevych AI4CE 46 8 0 30 Aug 2022
Topological structure of complex predictions Meng Liu T. Dey D. Gleich 62 4 0 28 Jul 2022
On the effectiveness of persistent homology Renata Turkevs Guido Montúfar N. Otter 127 31 0 21 Jun 2022
Functional Network: A Novel Framework for Interpretability of Deep Neural Networks Ben Zhang Zhetong Dong Junsong Zhang Hongwei Lin 60 9 0 24 May 2022
RipsNet: a general architecture for fast and robust estimation of the persistent homology of point clouds Thibault de Surrel Felix Hensel Mathieu Carrière Théo Lacombe Yuichi Ike Hiroaki Kurihara Marc Glisse Frédéric Chazal 3DPC 71 19 0 03 Feb 2022
Detecting danger in gridworlds using Gromov's Link Condition Thomas F Burns R. Tang AI4CE 74 2 0 17 Jan 2022
Persformer: A Transformer Architecture for Topological Machine Learning Raphael Reinauer Matteo Caorsi Nicolas Berkouk 85 15 0 30 Dec 2021
Activation Landscapes as a Topological Summary of Neural Network Performance Matthew Wheeler Jose J. Bouza Peter Bubenik 73 19 0 19 Oct 2021
Toward Understanding Convolutional Neural Networks from Volterra Convolution Perspective Tenghui Li Guoxu Zhou Yuning Qiu Qianchuan Zhao FAtt 52 2 0 19 Oct 2021
Artificial Text Detection via Examining the Topology of Attention Maps Laida Kushnareva D. Cherniavskii Vladislav Mikhailov Ekaterina Artemova S. Barannikov A. Bernstein Irina Piontkovskaya D. Piontkovski Evgeny Burnaev 102 51 0 10 Sep 2021
On the space of coefficients of a Feed Forward Neural Network Dinesh Valluri R. Campbell MLT 67 2 0 07 Sep 2021
Topological Detection of Trojaned Neural Networks Songzhu Zheng Yikai Zhang H. Wagner Mayank Goswami Chao Chen AAML 87 42 0 11 Jun 2021
Understanding Softmax Confidence and Uncertainty Tim Pearce Alexandra Brintrup Jun Zhu UQCV 156 95 0 09 Jun 2021
Quantitative Performance Assessment of CNN Units via Topological Entropy Calculation Yang Zhao Hao Zhang 77 7 0 17 Mar 2021
Topology Applied to Machine Learning: From Global to Local Henry Adams Michael Moy AI4CE 38 21 0 10 Mar 2021
SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation Wuxinlin Cheng Chenhui Deng Zhiqiang Zhao Yaohui Cai Zhiru Zhang Zhuo Feng AAML 73 14 0 07 Feb 2021
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 99 363 0 22 Jan 2021
Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology David Pérez-Fernández Asier Gutiérrez-Fandiño Jordi Armengol-Estapé Marta Villegas 52 6 0 19 Jan 2021