Principled Simplicial Neural Networks for Trajectory Prediction

19 February 2021

Papers citing "Principled Simplicial Neural Networks for Trajectory Prediction"

50 / 57 papers shown

Title
COSMOS: Continuous Simplicial Neural Networks Aref Einizade Dorina Thanou Fragkiskos D. Malliaros Jhony H. Giraldo AI4CE 56 0 0 17 Mar 2025
Dirac-Equation Signal Processing: Physics Boosts Topological Machine Learning Runyue Wang Yu Tian Pietro Liò Ginestra Bianconi 70 2 0 06 Dec 2024
Topological Trajectory Classification and Landmark Inference on Simplicial Complexes Vincent P. Grande Josef Hoppe Florian Frantzen Michael T. Schaub 62 0 0 04 Dec 2024
Higher-order Cross-structural Embedding Model for Time Series Analysis Guancen Lin Cong Shen Aijing Lin AI4TS 35 0 0 30 Oct 2024
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance Dominik Fuchsgruber Tim Poštuvan Stephan Günnemann Simon Geisler 34 2 0 22 Oct 2024
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks Mathilde Papillon Guillermo Bernardez Claudio Battiloro Nina Miolane BDL 52 1 0 09 Oct 2024
Molecular topological deep learning for polymer property prediction Cong Shen Yipeng Zhang Fei Han Kelin Xia AI4CE 33 0 0 07 Oct 2024
Imputation of Time-varying Edge Flows in Graphs by Multilinear Kernel Regression and Manifold Learning D. Nguyen Konstantinos Slavakis Dimitris Pados 23 0 0 08 Sep 2024
Efficient Path Planning with Soft Homology Constraints Carlos A. Taveras Santiago Segarra César A. Uribe 22 0 0 27 Jun 2024
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 47 5 0 24 May 2024
Learning From Simplicial Data Based on Random Walks and 1D Convolutions Florian Frantzen Michael T. Schaub 97 0 0 04 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 54 25 0 14 Feb 2024
TopoX: A Suite of Python Packages for Machine Learning on Topological Domains Mustafa Hajij Mathilde Papillon Florian Frantzen Jens Agerberg Ibrahem AlJabea ... Maosheng Yang Olga Zaghen Ghada Zamzmi Ali Zia Nina Miolane 34 11 0 04 Feb 2024
Topo-MLP : A Simplicial Network Without Message Passing K. Ramamurthy Aldo Guzmán-Sáenz Mustafa Hajij 49 8 0 19 Dec 2023
Combinatorial Complexes: Bridging the Gap Between Cell Complexes and Hypergraphs Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Aldo Guzmán-Sáenz Tolga Birdal Michael T. Schaub 19 6 0 15 Dec 2023
Simplicial Representation Learning with Neural $k$ -Forms Kelly Maggs Celia Hacker Bastian Alexander Rieck AI4CE 27 10 0 13 Dec 2023
Disentangling the Spectral Properties of the Hodge Laplacian: Not All Small Eigenvalues Are Equal Vincent P. Grande Michael T. Schaub 24 4 0 24 Nov 2023
Hodge-Compositional Edge Gaussian Processes Maosheng Yang Viacheslav Borovitskiy Elvin Isufi 13 8 0 30 Oct 2023
On the spectrum of the Hodge Laplacian on sequences Hannah Santa Cruz Baur V. Itskov 22 0 0 17 Oct 2023
ICML 2023 Topological Deep Learning Challenge : Design and Results Mathilde Papillon Mustafa Hajij Helen Jenne Johan Mathe Audun Myers ... Maosheng Yang Yixiao Yue Olga Zaghen Ali Zia Nina Miolane AI4CE 45 3 0 26 Sep 2023
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes Yiming Huang Yujie Zeng Qiang Wu Linyuan Lu 25 18 0 22 Sep 2023
SC-MAD: Mixtures of Higher-order Networks for Data Augmentation Madeline Navarro Santiago Segarra 19 1 0 14 Sep 2023
Hodge-Aware Contrastive Learning Alexander Mollers Alexander Immer Vincent Fortuin Elvin Isufi 25 1 0 14 Sep 2023
Generalized Simplicial Attention Neural Networks Claudio Battiloro Lucia Testa Lorenzo Giusti S. Sardellitti P. Lorenzo Sergio Barbarossa 25 18 0 05 Sep 2023
Representing Edge Flows on Graphs via Sparse Cell Complexes Josef Hoppe Michael T. Schaub 11 4 0 04 Sep 2023
Influential Simplices Mining via Simplicial Convolutional Network Yujie Zeng Yiming Huang Qiang Wu Linyuan Lu 19 10 0 11 Jul 2023
From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module Claudio Battiloro Indro Spinelli Lev Telyatnikov Michael M. Bronstein Simone Scardapane P. Lorenzo BDL 21 14 0 25 May 2023
NervePool: A Simplicial Pooling Layer Sarah McGuire E. Munch M. Hirn 25 1 0 10 May 2023
Simplicial Hopfield networks Thomas F Burns T. Fukai 28 15 0 09 May 2023
Hypergraphs with Edge-Dependent Vertex Weights: Spectral Clustering based on the 1-Laplacian Yu Zhu Boning Li Santiago Segarra 19 3 0 30 Apr 2023
Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks Mathilde Papillon Sophia Sanborn Mustafa Hajij Nina Miolane 3DV AI4CE 30 33 0 20 Apr 2023
Topological Point Cloud Clustering Vincent P. Grande Michael T. Schaub 3DPC 21 7 0 29 Mar 2023
Convolutional Learning on Simplicial Complexes Maosheng Yang Elvin Isufi 16 19 0 26 Jan 2023
Dirac signal processing of higher-order topological signals Lucille Calmon Michael T. Schaub G. Bianconi 11 27 0 12 Jan 2023
Graph Filters for Signal Processing and Machine Learning on Graphs Elvin Isufi Fernando Gama D. Shuman Santiago Segarra GNN 30 62 0 16 Nov 2022
Stable and Transferable Hyper-Graph Neural Networks Mikhail Hayhoe Hans Riess V. Preciado Alejandro Ribeiro 38 1 0 11 Nov 2022
Cell Attention Networks Lorenzo Giusti Claudio Battiloro Lucia Testa P. Lorenzo S. Sardellitti Sergio Barbarossa 3DPC GNN 130 32 0 16 Sep 2022
Probabilistic Symmetry for Multi-Agent Dynamics S. Sun Robin G. Walters Jinxi Li Rose Yu 6 1 0 04 May 2022
Simplicial Attention Networks Christopher Wei Jin Goh Cristian Bodnar Pietro Lio' GNN 37 36 0 20 Apr 2022
Simplicial Attention Neural Networks L. Giusti Claudio Battiloro P. Lorenzo S. Sardellitti Sergio Barbarossa 38 32 0 14 Mar 2022
Convolutional Filtering in Simplicial Complexes Elvin Isufi Maosheng Yang 21 14 0 29 Jan 2022
Simplicial Convolutional Filters Maosheng Yang Elvin Isufi Michael T. Schaub G. Leus 30 32 0 27 Jan 2022
BScNets: Block Simplicial Complex Neural Networks Yuzhou Chen Yulia R. Gel H. Vincent Poor GNN 20 33 0 13 Dec 2021
Outlier Detection for Trajectories via Flow-embeddings Florian Frantzen Jean-Baptiste Seby Michael T. Schaub 19 8 0 25 Nov 2021
Signal Processing on Cell Complexes T. Roddenberry Michael T. Schaub Mustafa Hajij 13 40 0 11 Oct 2021
Simplicial Convolutional Neural Networks Maosheng Yang Elvin Isufi G. Leus GNN 65 57 0 06 Oct 2021
Data-Centric AI Requires Rethinking Data Notion Mustafa Hajij Ghada Zamzmi K. Ramamurthy Aldo Guzmán-Sáenz 44 16 0 06 Oct 2021
A Robust Alternative for Graph Convolutional Neural Networks via Graph Neighborhood Filters Victor M. Tenorio Samuel Rey Fernando Gama Santiago Segarra A. Marques GNN 19 7 0 02 Oct 2021
Untrained Graph Neural Networks for Denoising Samuel Rey Santiago Segarra Reinhard Heckel A. Marques 32 28 0 24 Sep 2021
The decomposition of the higher-order homology embedding constructed from the $k$ -Laplacian Yu-Chia Chen M. Meilă 20 9 0 23 Jul 2021