Activation Landscapes as a Topological Summary of Neural Network Performance

19 October 2021

Papers citing "Activation Landscapes as a Topological Summary of Neural Network Performance"

15 / 15 papers shown

Title
A Relative Homology Theory of Representation in Neural Networks Kosio Beshkov 89 0 0 17 Feb 2025
Topology of Out-of-Distribution Examples in Deep Neural Networks Esha Datta Johanna Hennig Eva Domschot Connor Mattes Michael R. Smith 67 0 0 21 Jan 2025
MOUNTAINEER: Topology-Driven Visual Analytics for Comparing Local Explanations Parikshit Solunke Vitória Guardieiro Joao Rulff Peter Xenopoulos G. Chan Brian Barr L. G. Nonato Claudio Silva 18 1 0 21 Jun 2024
Deep Learning as Ricci Flow Anthony Baptista Alessandro Barp Tapabrata Chakraborti Chris Harbron Ben D. MacArthur Christopher R. S. Banerji AI4CE 36 0 0 22 Apr 2024
Mixup Barcodes: Quantifying Geometric-Topological Interactions between Point Clouds Hubert Wagner Nickolas Arustamyan Matthew Wheeler Peter Bubenik 3DPC 34 1 0 23 Feb 2024
Position: Topological Deep Learning is the New Frontier for Relational Learning Theodore Papamarkou Tolga Birdal Michael M. Bronstein Gunnar Carlsson Justin Curry ... Petar Velickovic Bei Wang Yusu Wang Guo-Wei Wei Ghada Zamzmi AI4CE 38 25 0 14 Feb 2024
Addressing caveats of neural persistence with deep graph persistence Leander Girrbach Anders Christensen Ole Winther Zeynep Akata A. Sophia Koepke GNN 6 1 0 20 Jul 2023
Topological Parallax: A Geometric Specification for Deep Perception Models Abraham Smith Michael J. Catanzaro Gabrielle Angeloro Nirav Patel Paul Bendich 11 1 0 20 Jun 2023
Deep neural networks architectures from the perspective of manifold learning German Magai AAML AI4CE 14 6 0 06 Jun 2023
Estimating class separability of text embeddings with persistent homology Kostis Gourgoulias Najah F. Ghalyan Maxime Labonne Yash Satsangi Sean J. Moran Joseph Sabelja 17 0 0 24 May 2023
Importance attribution in neural networks by means of persistence landscapes of time series Aina Ferrà Carles Casacuberta O. Pujol AI4TS 36 4 0 06 Feb 2023
Experimental Observations of the Topology of Convolutional Neural Network Activations Emilie Purvine Davis Brown Brett Jefferson C. Joslyn Brenda Praggastis Archit Rathore Madelyn Shapiro Bei Wang Youjia Zhou AI4CE 19 12 0 01 Dec 2022
Topology and geometry of data manifold in deep learning German Magai A. Ayzenberg AAML 13 11 0 19 Apr 2022
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain Zhenguo Nie Tong Lin Haoliang Jiang L. Kara AI4CE 90 167 0 05 Mar 2020
Statistical topological data analysis using persistence landscapes Peter Bubenik 94 842 0 27 Jul 2012