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Fast Graph Representation Learning with PyTorch Geometric

Fast Graph Representation Learning with PyTorch Geometric

6 March 2019
Matthias Fey
J. E. Lenssen
    3DH
    GNN
    3DPC
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Papers citing "Fast Graph Representation Learning with PyTorch Geometric"

50 / 2,140 papers shown
Title
GaGSL: Global-augmented Graph Structure Learning via Graph Information
  Bottleneck
GaGSL: Global-augmented Graph Structure Learning via Graph Information Bottleneck
Shuangjie Li
Jiangqing Song
Baoming Zhang
Gaoli Ruan
Junyuan Xie
Chongjun Wang
23
0
0
07 Nov 2024
Equivariant Graph Network Approximations of High-Degree Polynomials for
  Force Field Prediction
Equivariant Graph Network Approximations of High-Degree Polynomials for Force Field Prediction
Zhao Xu
Haiyang Yu
Montgomery Bohde
Shuiwang Ji
35
0
0
06 Nov 2024
Efficient Message Passing Architecture for GCN Training on HBM-based
  FPGAs with Orthogonal Topology On-Chip Networks
Efficient Message Passing Architecture for GCN Training on HBM-based FPGAs with Orthogonal Topology On-Chip Networks
Qizhe Wu
Letian Zhao
Yuchen Gui
Huawen Liang Xiaotian Wang
GNN
29
0
0
06 Nov 2024
Federated GNNs for EEG-Based Stroke Assessment
Federated GNNs for EEG-Based Stroke Assessment
Andrea Protani
Lorenzo Giusti
Albert Sund Aillet
Simona Sacco
Paolo Manganotti
...
Pierpaolo Brutti
Pietro Caliandro
Luigi Serio
Pietro Caliandro
Luigi Serio
FedML
22
0
0
04 Nov 2024
Predicting the Temperature-Dependent CMC of Surfactant Mixtures with
  Graph Neural Networks
Predicting the Temperature-Dependent CMC of Surfactant Mixtures with Graph Neural Networks
Christoforos Brozos
Jan G. Rittig
Elie Akanny
Sandip Bhattacharya
Christina Kohlmann
Alexander Mitsos
27
0
0
04 Nov 2024
MBExplainer: Multilevel bandit-based explanations for downstream models
  with augmented graph embeddings
MBExplainer: Multilevel bandit-based explanations for downstream models with augmented graph embeddings
Ashkan Golgoon
Ryan Franks
Khashayar Filom
Arjun Ravi Kannan
31
0
0
01 Nov 2024
A Recipe for Geometry-Aware 3D Mesh Transformers
A Recipe for Geometry-Aware 3D Mesh Transformers
Mohammad Farazi
Yalin Wang
46
0
0
31 Oct 2024
Towards Dynamic Message Passing on Graphs
Towards Dynamic Message Passing on Graphs
Junshu Sun
Chenxue Yang
Xiangyang Ji
Qingming Huang
Shuhui Wang
35
0
0
31 Oct 2024
LLaMo: Large Language Model-based Molecular Graph Assistant
LLaMo: Large Language Model-based Molecular Graph Assistant
Jinyoung Park
Minseong Bae
Dohwan Ko
Hyunwoo J. Kim
32
1
0
31 Oct 2024
NASM: Neural Anisotropic Surface Meshing
NASM: Neural Anisotropic Surface Meshing
Hongbo Li
Haikuan Zhu
Sikai Zhong
Ningna Wang
Cheng Lin
X. Guo
Shiqing Xin
Wenping Wang
Jing Hua
Z. Zhong
27
0
0
30 Oct 2024
MassiveGNN: Efficient Training via Prefetching for Massively Connected
  Distributed Graphs
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs
Aishwarya Sarkar
Sayan Ghosh
Nathan Tallent
Ali Jannesari
GNN
31
2
0
30 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning
A Hierarchical Language Model For Interpretable Graph Reasoning
Sambhav Khurana
Xiner Li
Shurui Gui
Shuiwang Ji
LRM
31
0
0
29 Oct 2024
Subgraph Aggregation for Out-of-Distribution Generalization on Graphs
Subgraph Aggregation for Out-of-Distribution Generalization on Graphs
Bowen Liu
Haoyang Li
Shuning Wang
Shuo Nie
Shanghang Zhang
OODD
CML
58
0
0
29 Oct 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation
Mufei Li
Siqi Miao
Pan Li
RALM
30
7
0
28 Oct 2024
Double Difference Earthquake Location with Graph Neural Networks
Double Difference Earthquake Location with Graph Neural Networks
I. McBrearty
G. Beroza
16
0
0
25 Oct 2024
Multi-view biomedical foundation models for molecule-target and property prediction
Multi-view biomedical foundation models for molecule-target and property prediction
Parthasarathy Suryanarayanan
Yunguang Qiu
Shreyans Sethi
Diwakar Mahajan
Hongyang Li
...
Bum Chul Kwon
Pablo Meyer
Feixiong Cheng
Jianying Hu
Joseph A. Morrone
AI4CE
24
0
0
25 Oct 2024
DL-Polycube: Deep learning enhanced polycube method for high-quality
  hexahedral mesh generation and volumetric spline construction
DL-Polycube: Deep learning enhanced polycube method for high-quality hexahedral mesh generation and volumetric spline construction
Yuxuan Yu
Yuzhuo Fang
Hua Tong
Y. Zhang
19
1
0
24 Oct 2024
Optimal Equivariant Architectures from the Symmetries of Matrix-Element
  Likelihoods
Optimal Equivariant Architectures from the Symmetries of Matrix-Element Likelihoods
Daniel Maître
Vishal S. Ngairangbam
M. Spannowsky
21
4
0
24 Oct 2024
A Causal Graph-Enhanced Gaussian Process Regression for Modeling
  Engine-out NOx
A Causal Graph-Enhanced Gaussian Process Regression for Modeling Engine-out NOx
Shrenik Zinage
Ilias Bilionis
Peter Meckl
22
0
0
24 Oct 2024
Graph Signal Adaptive Message Passing
Graph Signal Adaptive Message Passing
Yi Yan
Changran Peng
E. Kuruoglu
14
1
0
23 Oct 2024
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance
Dominik Fuchsgruber
Tim Poštuvan
Stephan Günnemann
Simon Geisler
29
2
0
22 Oct 2024
Automated Planning Domain Inference for Task and Motion Planning
Automated Planning Domain Inference for Task and Motion Planning
Jinbang Huang
Allen Tao
Rozilyn Marco
Miroslav Bogdanovic
Jonathan Kelly
Florian Shkurti
24
1
0
21 Oct 2024
A Dual-Fusion Cognitive Diagnosis Framework for Open Student Learning
  Environments
A Dual-Fusion Cognitive Diagnosis Framework for Open Student Learning Environments
Yuanhao Liu
Shuo Liu
Yimeng Liu
Jingwen Yang
Hong Qian
AI4Ed
31
0
0
19 Oct 2024
Learning to Control the Smoothness of Graph Convolutional Network
  Features
Learning to Control the Smoothness of Graph Convolutional Network Features
Shih-Hsin Wang
Justin Baker
Cory Hauck
Bao Wang
26
0
0
18 Oct 2024
Conformal Prediction for Federated Graph Neural Networks with Missing
  Neighbor Information
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information
Ömer Faruk Akgül
R. Kannan
Viktor Prasanna
FedML
18
0
0
17 Oct 2024
Rapid and Automated Alloy Design with Graph Neural Network-Powered
  LLM-Driven Multi-Agent Systems
Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems
Alireza Ghafarollahi
Markus J. Buehler
AI4CE
11
2
0
17 Oct 2024
Heterogeneous Graph Generation: A Hierarchical Approach using Node
  Feature Pooling
Heterogeneous Graph Generation: A Hierarchical Approach using Node Feature Pooling
Hritaban Ghosh
Chen Changyu
Arunesh Sinha
Shamik Sural
24
0
0
15 Oct 2024
Deep vectorised operators for pulsatile hemodynamics estimation in
  coronary arteries from a steady-state prior
Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior
Julian Suk
Guido Nannini
Patryk Rygiel
Christoph Brune
Gianluca Pontone
Alberto Redaelli
J. Wolterink
16
1
0
15 Oct 2024
Neural Symbolic Regression of Complex Network Dynamics
Neural Symbolic Regression of Complex Network Dynamics
Haiquan Qiu
Shuzhi Liu
Quanming Yao
27
1
0
15 Oct 2024
Beyond Sequence: Impact of Geometric Context for RNA Property Prediction
Beyond Sequence: Impact of Geometric Context for RNA Property Prediction
Junjie Xu
Artem Moskalev
Tommaso Mansi
Mangal Prakash
Rui Liao
AI4CE
26
1
0
15 Oct 2024
Revisiting and Benchmarking Graph Autoencoders: A Contrastive Learning
  Perspective
Revisiting and Benchmarking Graph Autoencoders: A Contrastive Learning Perspective
Jintang Li
Ruofan Wu
Yuchang Zhu
Huizhe Zhang
Xinzhou Jin
Guibin Zhang
Zulun Zhu
Zibin Zheng
Liang Chen
SSL
32
0
0
14 Oct 2024
SensorBench: Benchmarking LLMs in Coding-Based Sensor Processing
SensorBench: Benchmarking LLMs in Coding-Based Sensor Processing
Pengrui Quan
Xiaomin Ouyang
J. Jeyakumar
Ziqi Wang
Yang Xing
Mani B. Srivastava
16
1
0
14 Oct 2024
Gaussian Splatting Visual MPC for Granular Media Manipulation
Gaussian Splatting Visual MPC for Granular Media Manipulation
Wei-Cheng Tseng
Ellina Zhang
Krishna Murthy Jatavallabhula
Florian Shkurti
3DGS
29
0
0
13 Oct 2024
BANGS: Game-Theoretic Node Selection for Graph Self-Training
BANGS: Game-Theoretic Node Selection for Graph Self-Training
Fangxin Wang
Kay Liu
Sourav Medya
Philip S. Yu
SSL
13
1
0
12 Oct 2024
Ranking over Regression for Bayesian Optimization and Molecule Selection
Ranking over Regression for Bayesian Optimization and Molecule Selection
Gary Tom
Stanley Lo
Samantha Corapi
Alán Aspuru-Guzik
Benjamín Sánchez-Lengeling
BDL
29
0
0
11 Oct 2024
pyhgf: A neural network library for predictive coding
pyhgf: A neural network library for predictive coding
Nicolas Legrand
Lilian A. E. Weber
Peter Thestrup Waade
Anna Hedvig Møller Daugaard
Mojtaba Khodadadi
Nace Mikuš
C. Mathys
AI4CE
18
0
0
11 Oct 2024
Deconstructing equivariant representations in molecular systems
Deconstructing equivariant representations in molecular systems
Kin Long Kelvin Lee
Mikhail Galkin
Santiago Miret
22
2
0
10 Oct 2024
Cluster-wise Graph Transformer with Dual-granularity Kernelized
  Attention
Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention
Siyuan Huang
Yunchong Song
Jiayue Zhou
Zhouhan Lin
18
1
0
09 Oct 2024
A Benchmark on Directed Graph Representation Learning in Hardware
  Designs
A Benchmark on Directed Graph Representation Learning in Hardware Designs
Haoyu Wang
Yinan Huang
Nan Wu
Pan Li
OOD
38
1
0
09 Oct 2024
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks
Mathilde Papillon
Guillermo Bernardez
Claudio Battiloro
Nina Miolane
BDL
49
1
0
09 Oct 2024
Topology-Agnostic Graph U-Nets for Scalar Field Prediction on
  Unstructured Meshes
Topology-Agnostic Graph U-Nets for Scalar Field Prediction on Unstructured Meshes
Kevin Ferguson
Yu-Hsuan Chen
Yiming Chen
Andrew Gillman
James Hardin
Levent Burak Kara
AI4CE
21
2
0
08 Oct 2024
Unitary convolutions for learning on graphs and groups
Unitary convolutions for learning on graphs and groups
B. Kiani
Lukas Fesser
Melanie Weber
GNN
35
1
0
07 Oct 2024
Improving Node Representation by Boosting Target-Aware Contrastive Loss
Improving Node Representation by Boosting Target-Aware Contrastive Loss
Ying-Chun Lin
Jennifer Neville
SSL
15
0
0
04 Oct 2024
REBIND: Enhancing ground-state molecular conformation via force-based
  graph rewiring
REBIND: Enhancing ground-state molecular conformation via force-based graph rewiring
Taewon Kim
Hyunjin Seo
Sungsoo Ahn
Eunho Yang
AI4CE
27
1
0
04 Oct 2024
Cayley Graph Propagation
Cayley Graph Propagation
JJ Wilson
Maya Bechler-Speicher
Petar Veličković
30
4
0
04 Oct 2024
GABIC: Graph-based Attention Block for Image Compression
GABIC: Graph-based Attention Block for Image Compression
Gabriele Spadaro
Alberto Presta
Enzo Tartaglione
Jhony H. Giraldo
Marco Grangetto
A. Fiandrotti
17
3
0
03 Oct 2024
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
Patara Trirat
Wonyong Jeong
Sung Ju Hwang
LLMAG
23
10
0
03 Oct 2024
MANTRA: The Manifold Triangulations Assemblage
MANTRA: The Manifold Triangulations Assemblage
Rubén Ballester
Ernst Röell
Daniel Bin Schmid
Mathieu Alain
Sergio Escalera
Carles Casacuberta
Bastian Rieck
44
2
0
03 Oct 2024
Sparse Covariance Neural Networks
Sparse Covariance Neural Networks
Andrea Cavallo
Zhan Gao
Elvin Isufi
21
0
0
02 Oct 2024
Scalable and Consistent Graph Neural Networks for Distributed Mesh-based
  Data-driven Modeling
Scalable and Consistent Graph Neural Networks for Distributed Mesh-based Data-driven Modeling
Shivam Barwey
Riccardo Balin
Bethany Lusch
Saumil Patel
Ramesh Balakrishnan
Pinaki Pal
R. Maulik
V. Vishwanath
GNN
AI4CE
23
1
0
02 Oct 2024
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