Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2004.02551
Cited By
v1
v2 (latest)
giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration
Journal of machine learning research (JMLR), 2020
6 April 2020
Guillaume Tauzin
Umberto Lupo
Lewis Tunstall
Julián Burella Pérez
Matteo Caorsi
Wojciech Reise
A. Medina-Mardones
A. Dassatti
K. Hess
AI4CE
Re-assign community
ArXiv (abs)
PDF
HTML
Github (909★)
Papers citing
"giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration"
50 / 50 papers shown
The Shape of Data: Topology Meets Analytics. A Practical Introduction to Topological Analytics and the Stability Index (TSI) in Business
Ioannis Diamantis
74
0
0
17 Nov 2025
CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations
Caner Korkmaz
Brighton Nuwagira
Barış Coşkunuzer
Tolga Birdal
187
4
0
14 Oct 2025
TACO-Net: Topological Signatures Triumph in 3D Object Classification
Anirban Ghosh
Ayan Dutta
3DPC
141
0
0
29 Sep 2025
Torsion in Persistent Homology and Neural Networks
Maria Walch
326
1
0
03 Jun 2025
Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning
Zixin Lin
Nur Fariha Syaqina Zulkepli
AI4TS
AI4CE
265
1
0
31 Mar 2025
Molecule Generation for Target Protein Binding with Hierarchical Consistency Diffusion Model
Chemical Science (Chem. Sci.), 2025
Ge Li
Chenran Jiang
Ziqi Gao
Yu Liu
Chenyang Liu
Jiean Chen
Yong Huang
Jia Li
273
1
0
02 Mar 2025
Preserving Information: How does Topological Data Analysis improve Neural Network performance?
A. Stolarek
W. Jaworek
232
1
0
27 Nov 2024
Bi-Filtration and Stability of TDA Mapper for Point Cloud Data
Wako Bungula
Isabel Darcy
136
4
0
25 Sep 2024
What makes math problems hard for reinforcement learning: a case study
Ali Shehper
A. Medina-Mardones
Lucas Fagan
Angus Gruen
Piotr Kucharski
Sergei Gukov
Piotr Kucharski
Zhenghan Wang
Sergei Gukov
209
8
0
27 Aug 2024
Topology-Preserving Downsampling of Binary Images
Chia-Chia Chen
Chi-Han Peng
MedIm
213
2
0
25 Jul 2024
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
226
4
0
21 Jun 2024
Topological quantification of ambiguity in semantic search
T. R. Barillot
Alex De Castro
150
0
0
12 Jun 2024
On the Limitations of Fractal Dimension as a Measure of Generalization
Charlie Tan
Inés García-Redondo
Qiquan Wang
M. Bronstein
Anthea Monod
AI4CE
262
2
0
04 Jun 2024
Massively Parallel Computation of Similarity Matrices from Piecewise Constant Invariants
Björn H. Wehlin
126
0
0
10 Apr 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
374
70
0
14 Feb 2024
Train-Free Segmentation in MRI with Cubical Persistent Homology
Anton François
Raphael Tinarrage
3DV
384
3
0
02 Jan 2024
Image Classification using Combination of Topological Features and Neural Networks
Mariana Dória Prata Lima
Gilson Antonio Giraldi
G. F. M. Junior
147
2
0
10 Nov 2023
Landslide Topology Uncovers Failure Movements
Kamal Rana
Kushanav Bhuyan
Joaquin Vicente Ferrer
Fabrice Cotton
U. Öztürk
Filippo Catani
Nishant Malik
AI4CE
169
37
0
14 Oct 2023
A Topological Machine Learning Pipeline for Classification
Francesco Conti
Davide Moroni
M. A. Pascali
232
15
0
26 Sep 2023
Visualizing Topological Importance: A Class-Driven Approach
Yu Qin
Brittany Terese Fasy
C. Wenk
Brian Summa
FAtt
235
1
0
22 Sep 2023
Machine learning and Topological data analysis identify unique features of human papillae in 3D scans
Scientific Reports (Sci Rep), 2023
R. Andreeva
A. Sarkar
Rik Sarkar
189
8
0
12 Jul 2023
Topological Parallax: A Geometric Specification for Deep Perception Models
Neural Information Processing Systems (NeurIPS), 2023
Abraham Smith
Michael J. Catanzaro
Gabrielle Angeloro
Nirav Patel
Paul Bendich
323
2
0
20 Jun 2023
Wavelet-Based Density Estimation for Persistent Homology
Konstantin Häberle
B. Bravi
Anthea Monod
244
2
0
15 May 2023
Topological Pooling on Graphs
AAAI Conference on Artificial Intelligence (AAAI), 2023
Yuzhou Chen
Yulia R. Gel
314
19
0
25 Mar 2023
Invariant Representations of Embedded Simplicial Complexes
Taejin Paik
187
1
0
27 Feb 2023
Multistep Multiappliance Load Prediction
Alona Zharova
Antonia Scherz
123
2
0
19 Dec 2022
Topological Singularity Detection at Multiple Scales
International Conference on Machine Learning (ICML), 2022
Julius von Rohrscheidt
Bastian Rieck
637
14
0
30 Sep 2022
Convolutional Persistence Transforms
Journal of Applied and Computational Topology (JACT), 2022
Yitzchak Elchanan Solomon
Paul Bendich
207
2
0
03 Aug 2022
Topology-Driven Generative Completion of Lacunae in Molecular Data
Dmitry Zubarev
Petar Ristoski
168
0
0
29 Jul 2022
The Topological BERT: Transforming Attention into Topology for Natural Language Processing
Ilan Perez
Raphael Reinauer
201
21
0
30 Jun 2022
Discrete Morse Sandwich: Fast Computation of Persistence Diagrams for Scalar Data -- An Algorithm and A Benchmark
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2022
P. Guillou
Jules Vidal
Julien Tierny
300
22
0
27 Jun 2022
Classification of Stochastic Processes with Topological Data Analysis
Concurrency and Computation (CCPE), 2022
Ismail Güzel
A. Kaygun
AI4TS
251
6
0
08 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review
IEEE Sensors Journal (IEEE Sens. J.), 2022
Swapnil Sayan Saha
S. Sandha
Mani B. Srivastava
696
195
0
29 May 2022
Approximating Persistent Homology for Large Datasets
Yueqi Cao
Anthea Monod
259
14
0
19 Apr 2022
Predicting the generalization gap in neural networks using topological data analysis
Neurocomputing (Neurocomputing), 2022
Rubén Ballester
Xavier Arnal Clemente
Carles Casacuberta
Meysam Madadi
C. Corneanu
Sergio Escalera
313
12
0
23 Mar 2022
Topological EEG Nonlinear Dynamics Analysis for Emotion Recognition
IEEE Transactions on Cognitive and Developmental Systems (IEEE TCDS), 2022
Yan Yan
Xuan Wu
Chengdong Li
Yini He
Zhicheng Zhang
Huihui Li
Ang Li
Lei Wang
159
22
0
14 Mar 2022
Persformer: A Transformer Architecture for Topological Machine Learning
Raphael Reinauer
Matteo Caorsi
Nicolas Berkouk
267
19
0
30 Dec 2021
The Impact of Changes in Resolution on the Persistent Homology of Images
T. Heiss
Sarah Tymochko
Brittany Story
A. Garin
H. Bui
B. Bleile
V. Robins
132
5
0
10 Nov 2021
Activation Landscapes as a Topological Summary of Neural Network Performance
Matthew Wheeler
Jose J. Bouza
Peter Bubenik
206
23
0
19 Oct 2021
Topological Data Analysis (TDA) Techniques Enhance Hand Pose Classification from ECoG Neural Recordings
Simone Azeglio
Arianna Di Bernardo
Gabriele Penna
Fabrizio Pittatore
Simone Poetto
Johannes Gruenwald
C. Kapeller
K. Kamada
C. Guger
106
0
0
09 Oct 2021
Quantitative analysis of phase transitions in two-dimensional XY models using persistent homology
Physical Review E (PRE), 2021
Nicholas Sale
Jeffrey Giansiracusa
B. Lucini
219
20
0
22 Sep 2021
Graph Pseudometrics from a Topological Point of View
A. Garcia-Pulido
K. Hess
Jane Tan
Katharine Turner
Bei-bei Wang
Naya Yerolemou
117
0
0
23 Jul 2021
Homological Time Series Analysis of Sensor Signals from Power Plants
Luciano Melodia
R. Lenz
AI4TS
279
1
0
03 Jun 2021
A Domain-Oblivious Approach for Learning Concise Representations of Filtered Topological Spaces for Clustering
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2021
Yuzhen Qin
Brittany Terese Fasy
C. Wenk
Brian Summa
361
4
0
25 May 2021
Stitch Fix for Mapper and Topological Gains
Youjia Zhou
Nathaniel Saul
Ilkin Safarli
Bala Krishnamoorthy
Bei Wang
170
2
0
05 May 2021
Topological Information Retrieval with Dilation-Invariant Bottleneck Comparative Measures
Information and Inference A Journal of the IMA (JIII), 2021
Yueqi Cao
Athanasios Vlontzos
Luca Schmidtke
Bernhard Kainz
Anthea Monod
291
5
0
04 Apr 2021
Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology
David Pérez-Fernández
Asier Gutiérrez-Fandiño
Jordi Armengol-Estapé
Marta Villegas
260
7
0
19 Jan 2021
Mapper Interactive: A Scalable, Extendable, and Interactive Toolbox for the Visual Exploration of High-Dimensional Data
Youjia Zhou
N. Chalapathi
Archit Rathore
Yaodong Zhao
Bei Wang
253
25
0
06 Nov 2020
Visual Object Recognition in Indoor Environments Using Topologically Persistent Features
Ekta U. Samani
Xingjian Yang
A. Banerjee
364
15
0
07 Oct 2020
Persistence Curves: A canonical framework for summarizing persistence diagrams
Yu-Min Chung
A. Lawson
349
89
0
16 Apr 2019
1
Page 1 of 1
