Title
From Primes to Paths: Enabling Fast Multi-Relational Graph Analysis K. Bougiatiotis George Giannakopoulos 58 0 0 17 Nov 2024
Physics-informed neural networks (PINNs) for numerical model error approximation and superresolution Bozhou Zhuang Sashank Rana Brandon Jones Danny Smyl PINN 72 0 0 14 Nov 2024
DiVR: incorporating context from diverse VR scenes for human trajectory prediction Franz Franco Gallo Hui-Yin Wu L. Sassatelli 61 2 0 13 Nov 2024
Constraints and Variables Reduction for Optimal Power Flow Using Hierarchical Graph Neural Networks with Virtual Node-Splitting Thuan Phamh Xingpeng Li 177 1 0 09 Nov 2024
GaGSL: Global-augmented Graph Structure Learning via Graph Information Bottleneck Shuangjie Li Jiangqing Song Baoming Zhang Gaoli Ruan Junyuan Xie Chongjun Wang 65 1 0 07 Nov 2024
Multi-branch Spatio-Temporal Graph Neural Network For Efficient Ice Layer Thickness Prediction Zesheng Liu Maryam Rahnemoonfar AI4CE 58 2 0 06 Nov 2024
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation Shan Zhao Zhaiyu Chen Zhitong Xiong Yilei Shi Sudipan Saha Xiao Xiang Zhu AI4CE 86 5 0 05 Nov 2024
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 55 0 0 04 Nov 2024
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data Óscar Escudero-Arnanz C. Soguero-Ruíz Antonio G. Marques AI4TS 63 0 0 01 Nov 2024
Graph Neural Networks for Financial Fraud Detection: A Review Dawei Cheng Yao Zou Sheng Xiang Changjun Jiang AI4TS 72 13 0 01 Nov 2024
MBExplainer: Multilevel bandit-based explanations for downstream models with augmented graph embeddings Ashkan Golgoon Ryan Franks Khashayar Filom Arjun Ravi Kannan 107 0 0 01 Nov 2024
Towards Dynamic Message Passing on Graphs Junshu Sun Chenxue Yang Xiangyang Ji Qingming Huang Shuhui Wang 85 1 0 31 Oct 2024
Adaptive Network Intervention for Complex Systems: A Hierarchical Graph Reinforcement Learning Approach Qiliang Chen Babak Heydari 61 0 0 30 Oct 2024
Resource Governance in Networked Systems via Integrated Variational Autoencoders and Reinforcement Learning Qiliang Chen Babak Heydari DRL 68 0 0 30 Oct 2024
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs Aishwarya Sarkar Sayan Ghosh Nathan Tallent Ali Jannesari GNN 76 2 0 30 Oct 2024
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks Pau Ferrer-Cid Jose M. Barcelo-Ordinas J. García-Vidal 204 4 0 28 Oct 2024
Double Difference Earthquake Location with Graph Neural Networks I. McBrearty G. Beroza 27 0 0 25 Oct 2024
Sparse Decomposition of Graph Neural Networks Yaochen Hu Mai Zeng Ge Zhang Pavel Rumiantsev Liheng Ma Yingxue Zhang Mark Coates 205 0 0 25 Oct 2024
Graph Signal Adaptive Message Passing Yi Yan Changran Peng E. Kuruoglu 57 1 0 23 Oct 2024
GDDA: Semantic OOD Detection on Graphs under Covariate Shift via Score-Based Diffusion Models Zhixia He Chen Zhao Minglai Shao Yujie Lin Dong Li Q. Tian DiffM 65 4 0 23 Oct 2024
Graph Neural Network-Accelerated Network-Reconfigured Optimal Power Flow Thuan Pham Xingpeng Li 84 1 0 22 Oct 2024
Dynamic graph neural networks for enhanced volatility prediction in financial markets Pulikandala Nithish Kumar Nneka Umeorah Alex Alochukwu 57 0 0 22 Oct 2024
Deep Graph Attention Networks Jun Kato Airi Mita Keita Gobara Akihiro Inokuchi GNN 40 0 0 21 Oct 2024
Conditional Uncertainty Quantification for Tensorized Topological Neural Networks Yujia Wu Bo Yang Yang Zhao Elynn Chen Yuzhou Chen Zheshi Zheng 95 2 0 20 Oct 2024
Conditional Prediction ROC Bands for Graph Classification Yujia Wu Bo Yang Elynn Chen Yuzhou Chen Zheshi Zheng UQCV 72 2 0 20 Oct 2024
Convergence of Manifold Filter-Combine Networks David R. Johnson Joyce A. Chew Siddharth Viswanath E. Brouwer Deanna Needell Smita Krishnaswamy Michael Perlmutter 3DPC 71 0 0 18 Oct 2024
Learning to Control the Smoothness of Graph Convolutional Network Features Shih-Hsin Wang Justin Baker Cory Hauck Bao Wang 65 0 0 18 Oct 2024
Assistive AI for Augmenting Human Decision-making Natabara Máté Gyöngyössy Bernát Török Csilla Farkas Laura Lucaj Attila Menyhárd Krisztina Menyhárd-Balázs András Simonyi Patrick van der Smagt Zsolt Ződi András Lőrincz 63 0 0 18 Oct 2024
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series Giangiacomo Mercatali André Freitas Jie Chen BDL CML AI4TS 116 4 0 17 Oct 2024
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Ömer Faruk Akgül Rajgopal Kannan Viktor Prasanna FedML 112 0 0 17 Oct 2024
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning Guibin Zhang Haonan Dong Yuchen Zhang Zhixun Li Dingshuo Chen Kai Wang Tianlong Chen Yuxuan Liang Dawei Cheng Kun Wang 110 4 0 17 Oct 2024
Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents Long Li Weiwen Xu Jiayan Guo Ruochen Zhao Xingxuan Li ... Ronghao Dang Deli Zhao Yu Rong Tian Feng Lidong Bing LRM AI4CE 84 32 0 17 Oct 2024
Parsing altered brain connectivity in neurodevelopmental disorders by integrating graph-based normative modeling and deep generative networks Rui Sherry Shen Yusuf Osmanlıoğlu D. Parker Darien Aunapu Benjamin E. Yerys Birkan Tunç R. Verma MedIm 31 0 0 14 Oct 2024
Lambda-Skip Connections: the architectural component that prevents Rank Collapse Federico Arangath Joseph Jerome Sieber Melanie Zeilinger Carmen Amo Alonso 222 0 0 14 Oct 2024
Towards Stable, Globally Expressive Graph Representations with Laplacian Eigenvectors Junru Zhou Cai Zhou Xiyuan Wang Pan Li Muhan Zhang 110 1 0 13 Oct 2024
Generalization of Compositional Tasks with Logical Specification via Implicit Planning Duo Xu Faramarz Fekri OffRL 107 2 0 13 Oct 2024
Text Classification using Graph Convolutional Networks: A Comprehensive Survey Syed Mustafa Haider Rizvi Ramsha Imran Arif Mahmood GNN OOD FaML 46 2 0 12 Oct 2024
Fusion Matrix Prompt Enhanced Self-Attention Spatial-Temporal Interactive Traffic Forecasting Framework Mu Liu MingChen Sun YingJi Li Ying Wang AI4TS 68 0 0 12 Oct 2024
Deeper Insights into Deep Graph Convolutional Networks: Stability and Generalization Guangrui Yang Ming Li Han Feng Xiaosheng Zhuang GNN OOD BDL 71 2 0 11 Oct 2024
Identifying Money Laundering Subgraphs on the Blockchain Kiwhan Song Mohamed Ali Dhraief Muhua Xu Locke Cai Xuhao Chen Arvind Jie Chen 68 0 0 10 Oct 2024
Heterogeneous Graph Auto-Encoder for CreditCard Fraud Detection Moirangthem Tiken Singh Rabinder Kumar Prasad Gurumayum Robert Michael N K Kaphungkui N. Hemarjit Singh 68 1 0 10 Oct 2024
InstructG2I: Synthesizing Images from Multimodal Attributed Graphs Bowen Jin Ziqi Pang Bingjun Guo Yu-Xiong Wang Jiaxuan You Jiawei Han DiffM 94 2 0 09 Oct 2024
Multi-Task Program Error Repair and Explanatory Diagnosis Zhenyu Xu Victor S. Sheng KELM LRM 189 0 0 09 Oct 2024
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 61 2 0 08 Oct 2024
Diffusing to the Top: Boost Graph Neural Networks with Minimal Hyperparameter Tuning Lequan Lin Dai Shi Andi Han Zhiyong Wang Junbin Gao 99 0 0 08 Oct 2024
Towards Measuring Goal-Directedness in AI Systems Dylan Xu Juan-Pablo Rivera 63 3 0 07 Oct 2024
Diffusion Models in 3D Vision: A Survey Zhen Wang Dongyuan Li Xue Liu Tianyu He Jiang Bian Renhe Jiang MedIm 243 4 0 07 Oct 2024
GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction Shijin Duan Ruyi Ding Jiaxing He A. A. Ding Yunsi Fei Xiaolin Xu 51 0 0 04 Oct 2024
Cayley Graph Propagation JJ Wilson Maya Bechler-Speicher Petar Veličković 259 6 0 04 Oct 2024
Brain-Aware Readout Layers in GNNs: Advancing Alzheimer's early Detection and Neuroimaging Jiwon Youn Dong Woo Kang Hyun Kook Lim Mansu Kim AI4CE 29 0 0 03 Oct 2024