Graph Neural Networks - 2024-09

Publish Date Title Authors PDF Translate Read Code
2024-09-30 geom2vec: pretrained GNNs as geometric featurizers for conformational dynamics Zihan Pengmei et.al. 2409.19838 translate read link
2024-09-29 Generalizability of Graph Neural Networks for Decentralized Unlabeled Motion Planning Shreyas Muthusamy et.al. 2409.19829 translate read null
2024-09-29 A Survey on Graph Neural Networks for Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends Yucheng Wang et.al. 2409.19629 translate read null
2024-09-29 DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling K. Mancini et.al. 2409.19616 translate read link
2024-09-29 MASKDROID: Robust Android Malware Detection with Masked Graph Representations Jingnan Zheng et.al. 2409.19594 translate read link
2024-09-29 One Node Per User: Node-Level Federated Learning for Graph Neural Networks Zhidong Gao et.al. 2409.19513 translate read null
2024-09-28 Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks Mitchell Keren Taraday et.al. 2409.19414 translate read null
2024-09-27 TwinCL: A Twin Graph Contrastive Learning Model for Collaborative Filtering Chengkai Liu et.al. 2409.19169 translate read link
2024-09-27 Enhancing Robustness of Graph Neural Networks through p-Laplacian Anuj Kumar Sirohi et.al. 2409.19096 translate read null
2024-09-27 Positional Encoder Graph Quantile Neural Networks for Geographic Data William E. R. de Amorim et.al. 2409.18865 translate read null
2024-09-27 HardCore Generation: Generating Hard UNSAT Problems for Data Augmentation Joseph Cotnareanu et.al. 2409.18778 translate read null
2024-09-27 Geometric deep learning for galaxy-halo connection: a case study for galaxy intrinsic alignments Yesukhei Jagvaral et.al. 2409.18761 translate read null
2024-09-27 A TextGCN-Based Decoding Approach for Improving Remote Sensing Image Captioning Swadhin Das et.al. 2409.18467 translate read null
2024-09-27 Latent Representation Learning for Multimodal Brain Activity Translation Arman Afrasiyabi et.al. 2409.18462 translate read null
2024-09-27 Review of Digital Asset Development with Graph Neural Network Unlearning Zara Lisbon et.al. 2409.18455 translate read null
2024-09-26 Causality-based Subject and Task Fingerprints using fMRI Time-series Data Dachuan Song et.al. 2409.18298 translate read null
2024-09-26 Learning Beamforming in Cell-Free Massive MIMO ISAC Systems Umut Demirhan et.al. 2409.18237 translate read null
2024-09-26 Spatiotemporal Learning on Cell-embedded Graphs Yuan Mi et.al. 2409.18013 translate read null
2024-09-26 Supra-Laplacian Encoding for Transformer on Dynamic Graphs Yannis Karmim et.al. 2409.17986 translate read null
2024-09-26 Modeling the Popularity of Events on Web by Sparsity and Mutual-Excitation Guided Graph Neural Network Jiaxin Deng et.al. 2409.17678 translate read null
2024-09-26 Hand-object reconstruction via interaction-aware graph attention mechanism Taeyun Woo et.al. 2409.17629 translate read null
2024-09-26 Convolutional Signal Propagation: A Simple Scalable Algorithm for Hypergraphs Pavel Procházka et.al. 2409.17628 translate read null
2024-09-26 Neural P $^3$ M: A Long-Range Interaction Modeling Enhancer for Geometric GNNs Yusong Wang et.al. 2409.17622 translate read null
2024-09-26 Heterogeneous Hyper-Graph Neural Networks for Context-aware Human Activity Recognition Wen Ge et.al. 2409.17483 translate read null
2024-09-26 On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks Jiong Zhu et.al. 2409.17475 translate read null
2024-09-25 Predictive Covert Communication Against Multi-UAV Surveillance Using Graph Koopman Autoencoder Sivaram Krishnan et.al. 2409.17048 translate read null
2024-09-25 Erase then Rectify: A Training-Free Parameter Editing Approach for Cost-Effective Graph Unlearning Zhe-Rui Yang et.al. 2409.16684 translate read null
2024-09-25 A Prompting-Based Representation Learning Method for Recommendation with Large Language Models Junyi Chen et.al. 2409.16674 translate read null
2024-09-25 GraphLoRA: Structure-Aware Contrastive Low-Rank Adaptation for Cross-Graph Transfer Learning Zhe-Rui Yang et.al. 2409.16670 translate read null
2024-09-25 Pre-trained Graphformer-based Ranking at Web-scale Search (Extended Abstract) Yuchen Li et.al. 2409.16590 translate read null
2024-09-25 Graph Pruning Based Spatial and Temporal Graph Convolutional Network with Transfer Learning for Traffic Prediction Zihao Jing et.al. 2409.16532 translate read null
2024-09-24 AUGUR, A flexible and efficient optimization algorithm for identification of optimal adsorption sites Ioannis Kouroudis et.al. 2409.16204 translate read null
2024-09-24 Symmetries and Expressive Requirements for Learning General Policies Dominik Drexler et.al. 2409.15892 translate read null
2024-09-24 MGNN: Moment Graph Neural Network for Universal Molecular Potentials Jian Chang et.al. 2409.15800 translate read null
2024-09-24 GraphGI:A GNN Explanation Method using Game Interaction Xingping Xian et.al. 2409.15698 translate read null
2024-09-24 Double-Path Adaptive-correlation Spatial-Temporal Inverted Transformer for Stock Time Series Forecasting Wenbo Yan et.al. 2409.15662 translate read null
2024-09-23 MotifDisco: Motif Causal Discovery For Time Series Motifs Josephine Lamp et.al. 2409.15219 translate read null
2024-09-23 MSARS: A Meta-Learning and Reinforcement Learning Framework for SLO Resource Allocation and Adaptive Scaling for Microservices Kan Hu et.al. 2409.14953 translate read null
2024-09-23 FastGL: A GPU-Efficient Framework for Accelerating Sampling-Based GNN Training at Large Scale Zeyu Zhu et.al. 2409.14939 translate read link
2024-09-22 TabGraphs: A Benchmark and Strong Baselines for Learning on Graphs with Tabular Features Gleb Bazhenov et.al. 2409.14500 translate read null
2024-09-21 IPF-HMGNN: A novel integrative prediction framework for metro passenger flow Wenbo Lu et.al. 2409.14104 translate read null
2024-09-18 Topological Deep Learning with State-Space Models: A Mamba Approach for Simplicial Complexes Marco Montagna et.al. 2409.12033 translate read null
2024-09-18 Metric-Semantic Factor Graph Generation based on Graph Neural Networks Jose Andres Millan-Romera et.al. 2409.11972 translate read null
2024-09-18 Multi-Grid Graph Neural Networks with Self-Attention for Computational Mechanics Paul Garnier et.al. 2409.11899 translate read link
2024-09-18 Edge-Based Graph Component Pooling T. Snelleman et.al. 2409.11856 translate read null
2024-09-18 Graph Neural Network-State Predictive Information Bottleneck (GNN-SPIB) approach for learning molecular thermodynamics and kinetics Ziyue Zou et.al. 2409.11843 translate read null
2024-09-18 World of Forms: Deformable Geometric Templates for One-Shot Surface Meshing in Coronary CT Angiography Rudolf L. M. van Herten et.al. 2409.11837 translate read null
2024-09-18 GUNet: A Graph Convolutional Network United Diffusion Model for Stable and Diversity Pose Generation Shuowen Liang et.al. 2409.11689 translate read link
2024-09-18 PieClam: A Universal Graph Autoencoder Based on Overlapping Inclusive and Exclusive Communities Daniel Zilberg et.al. 2409.11618 translate read null
2024-09-17 A Property Encoder for Graph Neural Networks Anwar Said et.al. 2409.11554 translate read null
2024-09-17 Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph Andreas Roth et.al. 2409.11504 translate read null
2024-09-17 Uncertainty and Prediction Quality Estimation for Semantic Segmentation via Graph Neural Networks Edgar Heinert et.al. 2409.11373 translate read null
2024-09-17 High-Order Evolving Graphs for Enhanced Representation of Traffic Dynamics Aditya Humnabadkar et.al. 2409.11206 translate read null
2024-09-17 MI-HGNN: Morphology-Informed Heterogeneous Graph Neural Network for Legged Robot Contact Perception Daniel Butterfield et.al. 2409.11146 translate read link
2024-09-17 Can Graph Reordering Speed Up Graph Neural Network Training? An Experimental Study Nikolai Merkel et.al. 2409.11129 translate read link
2024-09-17 GINTRIP: Interpretable Temporal Graph Regression using Information bottleneck and Prototype-based method Ali Royat et.al. 2409.10996 translate read null
2024-09-17 Contrasformer: A Brain Network Contrastive Transformer for Neurodegenerative Condition Identification Jiaxing Xu et.al. 2409.10944 translate read link
2024-09-17 Spatio-Temporal-Network Point Processes for Modeling Crime Events with Landmarks Zheng Dong et.al. 2409.10882 translate read null
2024-09-16 Recurrent Graph Transformer Network for Multiple Fault Localization in Naval Shipboard Systems Quang-Ha Ngo et.al. 2409.10792 translate read null
2024-09-16 Signed Graph Autoencoder for Explainable and Polarization-Aware Network Embeddings Nikolaos Nakis et.al. 2409.10452 translate read null
2024-09-16 Uncovering the Mechanism of Hepatotoxiciy of PFAS Targeting L-FABP Using GCN and Computational Modeling Lucas Jividen et.al. 2409.10370 translate read null
2024-09-16 Hyperedge Modeling in Hypergraph Neural Networks by using Densest Overlapping Subgraphs Mehrad Soltani et.al. 2409.10340 translate read null
2024-09-16 Deep Graph Anomaly Detection: A Survey and New Perspectives Hezhe Qiao et.al. 2409.09957 translate read link
2024-09-17 Mobility-GNN: a human mobility-based graph neural network for tracking and analyzing the spatial dynamics of the synthetic opioid crisis in the USA, 2013-2020 Zhiyue Xia et.al. 2409.09945 translate read null
2024-09-16 Generalizability of Graph Neural Network Force Fields for Predicting Solid-State Properties Shaswat Mohanty et.al. 2409.09931 translate read null
2024-09-15 Dynamic Fraud Detection: Integrating Reinforcement Learning into Graph Neural Networks Yuxin Dong et.al. 2409.09892 translate read null
2024-09-15 Flexible Diffusion Scopes with Parameterized Laplacian for Heterophilic Graph Learning Qincheng Lu et.al. 2409.09888 translate read null
2024-09-15 Predicting building types and functions at transnational scale Jonas Fill et.al. 2409.09692 translate read null
2024-09-14 Improved Physics-Informed Neural Network based AC Power Flow for Distribution Networks Victor Eeckhout et.al. 2409.09466 translate read null
2024-09-13 SAUC: Sparsity-Aware Uncertainty Calibration for Spatiotemporal Prediction with Graph Neural Networks Dingyi Zhuang et.al. 2409.08766 translate read null
2024-09-13 Redesigning graph filter-based GNNs to relax the homophily assumption Samuel Rey et.al. 2409.08676 translate read null
2024-09-13 Sybil Detection using Graph Neural Networks Stuart Heeb et.al. 2409.08631 translate read null
2024-09-13 Molecular Graph Representation Learning via Structural Similarity Information Chengyu Yao et.al. 2409.08580 translate read link
2024-09-13 Causal GNNs: A GNN-Driven Instrumental Variable Approach for Causal Inference in Networks Xiaojing Du et.al. 2409.08544 translate read null
2024-09-13 ATFLRec: A Multimodal Recommender System with Audio-Text Fusion and Low-Rank Adaptation via Instruction-Tuned Large Language Model Zezheng Qin et.al. 2409.08543 translate read null
2024-09-13 An Efficient Privacy-aware Split Learning Framework for Satellite Communications Jianfei Sun et.al. 2409.08538 translate read null
2024-09-12 Learning incomplete factorization preconditioners for GMRES Paul Häusner et.al. 2409.08262 translate read link
2024-09-12 CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs Davide Buffelli et.al. 2409.08217 translate read null
2024-09-12 Gaussian Garments: Reconstructing Simulation-Ready Clothing with Photorealistic Appearance from Multi-View Video Boxiang Rong et.al. 2409.08189 translate read null
2024-09-12 Hierarchical Symbolic Pop Music Generation with Graph Neural Networks Wen Qing Lim et.al. 2409.08155 translate read null
2024-09-12 Heterogeneous Sheaf Neural Networks Luke Braithwaite et.al. 2409.08036 translate read null
2024-09-12 Edge-Wise Graph-Instructed Neural Networks Francesco Della Santa et.al. 2409.08023 translate read null
2024-09-12 Data-efficient multi-fidelity training for high-fidelity machine learning interatomic potentials Jaesun Kim et.al. 2409.07947 translate read null
2024-09-12 Tera-SpaceCom: GNN-based Deep Reinforcement Learning for Joint Resource Allocation and Task Offloading in TeraHertz Band Space Networks Zhifeng Hu et.al. 2409.07911 translate read null
2024-09-12 Graph Neural Networks for Parkinsons Disease Detection Shakeel A. Sheikh et.al. 2409.07884 translate read null
2024-09-12 Efficient Learning of Balanced Signed Graphs via Iterative Linear Programming Haruki Yokota et.al. 2409.07794 translate read null
2024-09-11 Demo: SGCode: A Flexible Prompt-Optimizing System for Secure Generation of Code Khiem Ton et.al. 2409.07368 translate read null
2024-09-11 Descriptors-free Collective Variables From Geometric Graph Neural Networks Jintu Zhang et.al. 2409.07339 translate read null
2024-09-11 Recurrent Aggregators in Neural Algorithmic Reasoning Kaijia Xu et.al. 2409.07154 translate read null
2024-09-11 Learning Personalized Scoping for Graph Neural Networks under Heterophily Gangda Deng et.al. 2409.06998 translate read null
2024-09-10 Generative Hierarchical Materials Search Sherry Yang et.al. 2409.06762 translate read null
2024-09-10 EasyST: A Simple Framework for Spatio-Temporal Prediction Jiabin Tang et.al. 2409.06748 translate read null
2024-09-10 Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks Debjyoti Mondal et.al. 2409.06589 translate read null
2024-09-10 Learn2Aggregate: Supervised Generation of Chvátal-Gomory Cuts Using Graph Neural Networks Arnaud Deza et.al. 2409.06559 translate read null
2024-09-10 Neural Laplacian Operator for 3D Point Clouds Bo Pang et.al. 2409.06506 translate read null
2024-09-10 LAMP: Learnable Meta-Path Guided Adversarial Contrastive Learning for Heterogeneous Graphs Siqing Li et.al. 2409.06323 translate read null
2024-09-10 MCDGLN: Masked Connection-based Dynamic Graph Learning Network for Autism Spectrum Disorder Peng Wang et.al. 2409.06163 translate read null
2024-09-10 Testing CP properties of the Higgs boson coupling to $τ$ leptons with heterogeneous graphs W. Esmail et.al. 2409.06132 translate read null
2024-09-09 Scalable Multitask Learning Using Gradient-based Estimation of Task Affinity Dongyue Li et.al. 2409.06091 translate read link
2024-09-09 Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling Stathis Megas et.al. 2409.05804 translate read null
2024-09-09 Are Heterophily-Specific GNNs and Homophily Metrics Really Effective? Evaluation Pitfalls and New Benchmarks Sitao Luan et.al. 2409.05755 translate read null
2024-09-09 Enhancing Graph Contrastive Learning with Reliable and Informative Augmentation for Recommendation Bowen Zheng et.al. 2409.05633 translate read null
2024-09-09 Learning to Model Graph Structural Information on MLPs via Graph Structure Self-Contrasting Lirong Wu et.al. 2409.05573 translate read null
2024-09-09 Retrofitting Temporal Graph Neural Networks with Transformer Qiang Huang et.al. 2409.05477 translate read link
2024-09-09 Leveraging Computation of Expectation Models for Commonsense Affordance Estimation on 3D Scene Graphs Mario Alberto Valdes Saucedo et.al. 2409.05392 translate read null
2024-09-09 Graffin: Stand for Tails in Imbalanced Node Classification Xiaorui Qi et.al. 2409.05339 translate read null
2024-09-09 Fitting Skeletal Models via Graph-based Learning Nicolás Gaggion et.al. 2409.05311 translate read null
2024-09-09 Investigating Material Interface Diffusion Phenomena through Graph Neural Networks in Applied Materials Zirui Zhao et.al. 2409.05306 translate read null
2024-09-08 Generalization of Geometric Graph Neural Networks Zhiyang Wang et.al. 2409.05191 translate read null
2024-09-06 Accelerating Training with Neuron Interaction and Nowcasting Networks Boris Knyazev et.al. 2409.04434 translate read link
2024-09-06 GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding Ziyin Zhang et.al. 2409.04183 translate read link
2024-09-06 CUQ-GNN: Committee-based Graph Uncertainty Quantification using Posterior Networks Clemens Damke et.al. 2409.04159 translate read null
2024-09-05 Characterizing Massive Activations of Attention Mechanism in Graph Neural Networks Lorenzo Bini et.al. 2409.03463 translate read link
2024-09-05 Efficient prediction of potential energy surface and physical properties with Kolmogorov-Arnold Networks Rui Wang et.al. 2409.03430 translate read null
2024-09-04 Random sampling of permutations through quantum circuits Bibhas Adhikari et.al. 2409.03018 translate read null
2024-09-04 Do We Trust What They Say or What They Do? A Multimodal User Embedding Provides Personalized Explanations Zhicheng Ren et.al. 2409.02965 translate read null
2024-09-04 Regional data-driven weather modeling with a global stretched-grid Thomas Nils Nipen et.al. 2409.02891 translate read null
2024-09-04 Task-Oriented Communication for Graph Data: A Graph Information Bottleneck Approach Shujing Li et.al. 2409.02728 translate read null
2024-09-04 Word and Phrase Features in Graph Convolutional Network for Automatic Question Classification Junyoung Lee et.al. 2409.02481 translate read null
2024-09-03 A Lesion-aware Edge-based Graph Neural Network for Predicting Language Ability in Patients with Post-stroke Aphasia Zijian Chen et.al. 2409.02303 translate read null
2024-09-03 Accelerating Graph Neural Networks with a Novel Matrix Compression Format João N. F. Alves et.al. 2409.02208 translate read null
2024-09-03 Optimal Power Grid Operations with Foundation Models Alban Puech et.al. 2409.02148 translate read null
2024-09-03 A Modern Take on Visual Relationship Reasoning for Grasp Planning Paolo Rabino et.al. 2409.02035 translate read null
2024-09-03 Learning Resilient Formation Control of Drones with Graph Attention Network Jiaping Xiao et.al. 2409.01953 translate read null
2024-09-03 Dual Advancement of Representation Learning and Clustering for Sparse and Noisy Images Wenlin Li et.al. 2409.01781 translate read link
2024-09-05 Stacked ensemble-based mutagenicity prediction model using multiple modalities with graph attention network Tanya Liyaqat et.al. 2409.01731 translate read link
2024-09-03 Controllable Edge-Type-Specific Interpretation in Multi-Relational Graph Neural Networks for Drug Response Prediction Xiaodi Li et.al. 2408.17129 translate read link

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