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1904.09378
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PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures
20 April 2019
Mathieu Carrière
Frédéric Chazal
Yuichi Ike
Théo Lacombe
Martin Royer
Yuhei Umeda
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Papers citing
"PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures"
50 / 101 papers shown
Title
Cross-View Topology-Aware Graph Representation Learning
Ahmet Sami Korkmaz
Selim Coskunuzer
Md Joshem Uddin
20
0
0
01 Dec 2025
CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations
Caner Korkmaz
Brighton Nuwagira
Barış Coşkunuzer
Tolga Birdal
92
3
0
14 Oct 2025
Topological Alignment of Shared Vision-Language Embedding Space
Junwon You
Dasol Kang
Jae-Hun Jung
VLM
92
0
0
13 Oct 2025
TopInG: Topologically Interpretable Graph Learning via Persistent Rationale Filtration
Cheng Xin
Fan Xu
Xin Ding
Jie Gao
Jiaxin Ding
145
0
0
06 Oct 2025
The Flood Complex: Large-Scale Persistent Homology on Millions of Points
Florian Graf
Paolo Pellizzoni
Martin Uray
Stefan Huber
Roland Kwitt
AI4CE
64
1
0
26 Sep 2025
Classification of Histopathology Slides with Persistence Homology Convolutions
Shrunal Pothagoni
Benjamin Schweinhart
62
0
0
18 Jul 2025
Topological Social Choice: Designing a Noise-Robust Polar Distance for Persistence Diagrams
Athanasios Andrikopoulos
Nikolaos Sampanis
42
0
0
18 Jul 2025
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control
Rongpeng Li
Jianhang Zhu
Jiahao Huang
Zhifeng Zhao
Honggang Zhang
186
0
0
14 Jun 2025
Positional Encoding meets Persistent Homology on Graphs
Yogesh Verma
Amauri Souza
Vikas Garg
186
1
0
06 Jun 2025
Torsion in Persistent Homology and Neural Networks
Maria Walch
245
1
0
03 Jun 2025
Quasi Zigzag Persistence: A Topological Framework for Analyzing Time-Varying Data
Tamal K. Dey
Shreyas N. Samaga
350
1
0
22 Feb 2025
Enhancing Graph Representation Learning with Localized Topological Features
Zuoyu Yan
Qi Zhao
Ze Ye
Tengfei Ma
Liangcai Gao
Zhi Tang
Yusu Wang
Chao Chen
199
4
0
17 Jan 2025
Tensor-Fused Multi-View Graph Contrastive Learning
Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024
Yujia Wu
Junyi Mo
Elynn Chen
Yuzhou Chen
229
1
0
20 Oct 2024
xPerT: Extended Persistence Transformer
Sehun Kim
113
0
0
18 Oct 2024
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning
AAAI Conference on Artificial Intelligence (AAAI), 2024
Naheed Anjum Arafat
D. Basu
Yulia R. Gel
Yuzhou Chen
AAML
986
4
0
21 Sep 2024
CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs
LOG IN (LOG IN), 2024
Davide Buffelli
Farzin Soleymani
Bastian Rieck
GNN
224
3
0
12 Sep 2024
Dynamic Neural Dowker Network: Approximating Persistent Homology in Dynamic Directed Graphs
Knowledge Discovery and Data Mining (KDD), 2024
Hao Li
Hao Jiang
Jiajun Fan
Dongsheng Ye
Liang Du
133
7
0
17 Aug 2024
Scalar Function Topology Divergence: Comparing Topology of 3D Objects
I. Trofimov
Daria Voronkova
Eduard Tulchinskii
Evgeny Burnaev
Serguei Barannikov
342
0
0
11 Jul 2024
TopoGCL: Topological Graph Contrastive Learning
Yuzhou Chen
José Frías
Yulia R. Gel
218
26
0
25 Jun 2024
LightGBM robust optimization algorithm based on topological data analysis
Han Yang
Guangjun Qin
Ziyuan Liu
Yongqing Hu
Qinglong Dai
122
4
0
19 Jun 2024
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence
Soham Mukherjee
Shreyas N. Samaga
Cheng Xin
Steve Oudot
Tamal K. Dey
391
9
0
11 Jun 2024
Topological Neural Networks go Persistent, Equivariant, and Continuous
Yogesh Verma
Amauri H Souza
Vikas Garg
AI4CE
160
11
0
05 Jun 2024
Diffeomorphic interpolation for efficient persistence-based topological optimization
Mathieu Carrière
Marc Theveneau
Théo Lacombe
207
4
0
29 May 2024
Neural Persistence Dynamics
Sebastian Zeng
Florian Graf
Martin Uray
Stefan Huber
Roland Kwitt
287
0
0
24 May 2024
Graphcode: Learning from multiparameter persistent homology using graph neural networks
Neural Information Processing Systems (NeurIPS), 2024
Michael Kerber
Florian Russold
AI4TS
AI4CE
106
10
0
23 May 2024
Simplicity within biological complexity
Bioinformatics Advances (BA), 2024
Nataša Pržulj
N. Malod-Dognin
151
2
0
15 May 2024
PHLP: Sole Persistent Homology for Link Prediction -- Interpretable Feature Extraction
Junwon You
Eunwoo Heo
Jae-Hun Jung
210
2
0
23 Apr 2024
The Shape of Word Embeddings: Recognizing Language Phylogenies through Topological Data Analysis
Ondvrej Draganov
Steven Skiena
104
4
0
30 Mar 2024
Boosting Graph Pooling with Persistent Homology
Chaolong Ying
Xinjian Zhao
Tianshu Yu
GNN
AI4CE
260
11
0
26 Feb 2024
Differentiable Mapper For Topological Optimization Of Data Representation
Ziyad Oulhaj
Mathieu Carrière
Bertrand Michel
171
9
0
20 Feb 2024
Topology-Informed Graph Transformer
Yuncheol Choi
Sun Woo Park
Minho Lee
Youngho Woo
227
13
0
03 Feb 2024
Tensor-view Topological Graph Neural Network
International Conference on Artificial Intelligence and Statistics (AISTATS), 2024
Tao Wen
Elynn Chen
Yuzhou Chen
401
17
0
22 Jan 2024
PHG-Net: Persistent Homology Guided Medical Image Classification
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Yao Peng
Hongxiao Wang
Milan Sonka
Danny Z. Chen
142
12
0
28 Nov 2023
Algebraic Topological Networks via the Persistent Local Homology Sheaf
Gabriele Cesa
Arash Behboodi
130
1
0
16 Nov 2023
Going beyond persistent homology using persistent homology
Neural Information Processing Systems (NeurIPS), 2023
Johanna Immonen
Amauri H. Souza
Vikas Garg
235
19
0
10 Nov 2023
Persistent Homology for High-dimensional Data Based on Spectral Methods
Neural Information Processing Systems (NeurIPS), 2023
Sebastian Damrich
Philipp Berens
D. Kobak
234
5
0
06 Nov 2023
A Topological Machine Learning Pipeline for Classification
Francesco Conti
Davide Moroni
M. A. Pascali
128
15
0
26 Sep 2023
Filtration Surfaces for Dynamic Graph Classification
Franz Srambical
Bastian Rieck
181
1
0
07 Sep 2023
Decorrelating neurons using persistence
Rubén Ballester
Carles Casacuberta
Sergio Escalera
162
1
0
09 Aug 2023
Addressing caveats of neural persistence with deep graph persistence
Leander Girrbach
Anders Christensen
Ole Winther
Zeynep Akata
A. Sophia Koepke
GNN
343
1
0
20 Jul 2023
Adaptive Topological Feature via Persistent Homology: Filtration Learning for Point Clouds
Neural Information Processing Systems (NeurIPS), 2023
Naoki Nishikawa
Yuichi Ike
Kenji Yamanishi
3DPC
101
11
0
18 Jul 2023
An Algorithm for Persistent Homology Computation Using Homomorphic Encryption
IACR Cryptology ePrint Archive (IACR ePrint), 2023
Dominic Gold
Koray Karabina
Francis C. Motta
132
1
0
04 Jul 2023
ReLU Neural Networks, Polyhedral Decompositions, and Persistent Homolog
Yajing Liu
Christina Cole
C. Peterson
Michael Kirby
167
9
0
30 Jun 2023
Topological signatures of periodic-like signals
Bernoulli (Bernoulli), 2023
Wojciech Reise
Bertrand Michel
Frédéric Chazal
94
2
0
23 Jun 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
206
2
0
20 Jun 2023
A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions
Neural Information Processing Systems (NeurIPS), 2023
David Loiseaux
Mathieu Carrière
Andrew J. Blumberg
197
16
0
19 Jun 2023
Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures
Neural Information Processing Systems (NeurIPS), 2023
David Loiseaux
Luis Scoccola
Mathieu Carrière
M. B. Botnan
S. Oudot
160
29
0
06 Jun 2023
GRIL: A
2
2
2
-parameter Persistence Based Vectorization for Machine Learning
Cheng Xin
Soham Mukherjee
Shreyas N. Samaga
T. Dey
219
22
0
11 Apr 2023
Topological Pooling on Graphs
AAAI Conference on Artificial Intelligence (AAAI), 2023
Yuzhou Chen
Yulia R. Gel
216
15
0
25 Mar 2023
Euler Characteristic Tools For Topological Data Analysis
Journal of machine learning research (JMLR), 2023
Olympio Hacquard
Vadim Lebovici
215
20
0
24 Mar 2023
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