Graph Neural Networks - 2024-06

Publish Date Title Authors PDF Translate Read Code
2024-06-28 Modeling the Real World with High-Density Visual Particle Dynamics William F. Whitney et.al. 2406.19800 translate read null
2024-06-28 SPIRONet: Spatial-Frequency Learning and Topological Channel Interaction Network for Vessel Segmentation De-Xing Huang et.al. 2406.19749 translate read link
2024-06-27 Leveraging Contrastive Learning for Enhanced Node Representations in Tokenized Graph Transformers Jinsong Chen et.al. 2406.19258 translate read null
2024-06-27 NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification Jinsong Chen et.al. 2406.19249 translate read null
2024-06-27 Improving the Expressiveness of $K$ -hop Message-Passing GNNs by Injecting Contextualized Substructure Information Tianjun Yao et.al. 2406.19244 translate read link
2024-06-27 Heterogeneous Causal Metapath Graph Neural Network for Gene-Microbe-Disease Association Prediction Kexin Zhang et.al. 2406.19156 translate read null
2024-06-27 YZS-model: A Predictive Model for Organic Drug Solubility Based on Graph Convolutional Networks and Transformer-Attention Chenxu Wang et.al. 2406.19136 translate read link
2024-06-27 Constructing and Analyzing Different Density Graphs for Path Extrapolation in Wikipedia Martha Sotiroudi et.al. 2406.19039 translate read null
2024-06-27 Federated Graph Semantic and Structural Learning Wenke Huang et.al. 2406.18937 translate read link
2024-06-27 What Is Missing In Homophily? Disentangling Graph Homophily For Graph Neural Networks Yilun Zheng et.al. 2406.18854 translate read link
2024-06-27 Retain, Blend, and Exchange: A Quality-aware Spatial-Stereo Fusion Approach for Event Stream Recognition Lan Chen et.al. 2406.18845 translate read link
2024-06-26 Cascading Large Language Models for Salient Event Graph Generation Xingwei Tan et.al. 2406.18449 translate read null
2024-06-26 Graph Neural Networks for Emulation of Finite-Element Ice Dynamics in Greenland and Antarctic Ice Sheets Younghyun Koo et.al. 2406.18423 translate read null
2024-06-26 KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Roman Bresson et.al. 2406.18380 translate read link
2024-06-26 Kolmogorov-Arnold Graph Neural Networks Gianluca De Carlo et.al. 2406.18354 translate read null
2024-06-26 ContactNet: Geometric-Based Deep Learning Model for Predicting Protein-Protein Interactions Matan Halfon et.al. 2406.18314 translate read null
2024-06-25 Efficient and Effective Implicit Dynamic Graph Neural Network Yongjian Zhong et.al. 2406.17894 translate read null
2024-06-25 Compositional Models for Estimating Causal Effects Purva Pruthi et.al. 2406.17714 translate read null
2024-06-25 HGTDP-DTA: Hybrid Graph-Transformer with Dynamic Prompt for Drug-Target Binding Affinity Prediction Xi Xiao et.al. 2406.17697 translate read null
2024-06-25 Distributed Training of Large Graph Neural Networks with Variable Communication Rates Juan Cervino et.al. 2406.17611 translate read null
2024-06-25 Preserving Node Distinctness in Graph Autoencoders via Similarity Distillation Ge Chen et.al. 2406.17517 translate read null
2024-06-25 Generative Modelling of Structurally Constrained Graphs Manuel Madeira et.al. 2406.17341 translate read null
2024-06-25 Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning Tianfu Wang et.al. 2406.17334 translate read link
2024-06-25 Distance Recomputator and Topology Reconstructor for Graph Neural Networks Dong Liu et.al. 2406.17281 translate read null
2024-06-25 TopoGCL: Topological Graph Contrastive Learning Yuzhou Chen et.al. 2406.17251 translate read link
2024-06-24 Meta-GCN: A Dynamically Weighted Loss Minimization Method for Dealing with the Data Imbalance in Graph Neural Networks Mahdi Mohammadizadeh et.al. 2406.17073 translate read null
2024-06-24 GC-Bench: A Benchmark Framework for Graph Condensation with New Insights Shengbo Gong et.al. 2406.16715 translate read link
2024-06-24 Link Prediction with Untrained Message Passing Layers Lisi Qarkaxhija et.al. 2406.16687 translate read null
2024-06-24 Ensemble-Embedding Graph Neural Network for Direct Prediction of Optical Spectra from Crystal Structure Nguyen Tuan Hung et.al. 2406.16654 translate read null
2024-06-24 Feature Fusion for Human Activity Recognition using Parameter-Optimized Multi-Stage Graph Convolutional Network and Transformer Models Mohammad Belal et.al. 2406.16638 translate read null
2024-06-24 Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs Jan von Pichowski et.al. 2406.16552 translate read null
2024-06-24 Towards Lightweight Graph Neural Network Search with Curriculum Graph Sparsification Beini Xie et.al. 2406.16357 translate read null
2024-06-24 Multimodal Graph Benchmark Jing Zhu et.al. 2406.16321 translate read link
2024-06-24 Relaxing Continuous Constraints of Equivariant Graph Neural Networks for Physical Dynamics Learning Zinan Zheng et.al. 2406.16295 translate read link
2024-06-23 F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data Zexing Xu et.al. 2406.16221 translate read null
2024-06-22 Automatic AI Model Selection for Wireless Systems: Online Learning via Digital Twinning Qiushuo Hou et.al. 2406.15819 translate read null
2024-06-21 Learning Spatio-Temporal Patterns of Polar Ice Layers With Physics-Informed Graph Neural Network Zesheng Liu et.al. 2406.15299 translate read null
2024-06-21 FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection Austin Coursey et.al. 2406.15283 translate read null
2024-06-21 Perks and Pitfalls of Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs Steve Azzolin et.al. 2406.15156 translate read null
2024-06-21 Towards General Negotiation Strategies with End-to-End Reinforcement Learning Bram M. Renting et.al. 2406.15096 translate read null
2024-06-21 Efficient Graph Similarity Computation with Alignment Regularization Wei Zhuo et.al. 2406.14929 translate read null
2024-06-21 Graph Edge Representation via Tensor Product Graph Convolutional Representation Bo Jiang et.al. 2406.14846 translate read null
2024-06-20 Relational Reasoning On Graphs Using Opinion Dynamics Yulong Yang et.al. 2406.14746 translate read null
2024-06-20 Graph Representation Learning Strategies for Omics Data: A Case Study on Parkinson’s Disease Elisa Gómez de Lope et.al. 2406.14442 translate read null
2024-06-20 Iterative Sizing Field Prediction for Adaptive Mesh Generation From Expert Demonstrations Niklas Freymuth et.al. 2406.14161 translate read link
2024-06-20 Geometric Self-Supervised Pretraining on 3D Protein Structures using Subgraphs Michail Chatzianastasis et.al. 2406.14142 translate read null
2024-06-20 Graph Neural Networks for Job Shop Scheduling Problems: A Survey Igor G. Smit et.al. 2406.14096 translate read null
2024-06-20 HIGHT: Hierarchical Graph Tokenization for Graph-Language Alignment Yongqiang Chen et.al. 2406.14021 translate read null
2024-06-20 Reducing Memory Contention and I/O Congestion for Disk-based GNN Training Qisheng Jiang et.al. 2406.13984 translate read null
2024-06-20 Explainable AI Security: Exploring Robustness of Graph Neural Networks to Adversarial Attacks Tao Wu et.al. 2406.13920 translate read null
2024-06-19 A Pure Transformer Pretraining Framework on Text-attributed Graphs Yu Song et.al. 2406.13873 translate read link
2024-06-19 Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning Danqing Wang et.al. 2406.13869 translate read link
2024-06-19 Evaluating representation learning on the protein structure universe Arian R. Jamasb et.al. 2406.13864 translate read link
2024-06-18 Demystifying Higher-Order Graph Neural Networks Maciej Besta et.al. 2406.12841 translate read null
2024-06-18 Influence Maximization via Graph Neural Bandits Yuting Feng et.al. 2406.12835 translate read null
2024-06-18 Graph Neural Networks in Histopathology: Emerging Trends and Future Directions Siemen Brussee et.al. 2406.12808 translate read null
2024-06-18 Research and Implementation of Data Enhancement Techniques for Graph Neural Networks Jingzhao Gu et.al. 2406.12640 translate read null
2024-06-18 Bridging Local Details and Global Context in Text-Attributed Graphs Yaoke Wang et.al. 2406.12608 translate read null
2024-06-18 The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs Kun Wang et.al. 2406.12539 translate read link
2024-06-18 A data-centric approach for assessing progress of Graph Neural Networks Tianqi Zhao et.al. 2406.12439 translate read link
2024-06-18 Federated Learning with Limited Node Labels Bisheng Tang et.al. 2406.12435 translate read null
2024-06-18 SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting Yue Jiang et.al. 2406.12282 translate read null
2024-06-17 Thermodynamic Transferability in Coarse-Grained Force Fields using Graph Neural Networks Emily Shinkle et.al. 2406.12112 translate read null
2024-06-17 Composing Object Relations and Attributes for Image-Text Matching Khoi Pham et.al. 2406.11820 translate read null
2024-06-17 Graph Neural Re-Ranking via Corpus Graph Andrea Giuseppe Di Francesco et.al. 2406.11720 translate read null
2024-06-17 Scalable Expressiveness through Preprocessed Graph Perturbations Danial Saber et.al. 2406.11714 translate read null
2024-06-17 On the Feasibility of Fidelity $^-$ for Graph Pruning Yong-Min Shin et.al. 2406.11504 translate read null
2024-06-17 Attention-Based Deep Reinforcement Learning for Qubit Allocation in Modular Quantum Architectures Enrico Russo et.al. 2406.11452 translate read null
2024-06-17 Analysing the Behaviour of Tree-Based Neural Networks in Regression Tasks Peter Samoaa et.al. 2406.11437 translate read link
2024-06-17 Dredge Word, Social Media, and Webgraph Networks for Unreliable Website Classification and Identification Evan M. Williams et.al. 2406.11423 translate read null
2024-06-17 DeFiGuard: A Price Manipulation Detection Service in DeFi using Graph Neural Networks Dabao Wang et.al. 2406.11157 translate read null
2024-06-16 Graph Neural Reaction Diffusion Models Moshe Eliasof et.al. 2406.10871 translate read null
2024-06-16 Global-Local Graph Neural Networks for Node-Classification Moshe Eliasof et.al. 2406.10863 translate read null
2024-06-14 Compressed Sensor Caching and Collaborative Sparse Data Recovery with Anchor Alignment Yi-Jen Yang et.al. 2406.10137 translate read null
2024-06-14 Rule Based Learning with Dynamic (Graph) Neural Networks Florian Seiffarth et.al. 2406.09954 translate read null
2024-06-14 Robustness-Inspired Defense Against Backdoor Attacks on Graph Neural Networks Zhiwei Zhang et.al. 2406.09836 translate read null
2024-06-14 Benchmarking Spectral Graph Neural Networks: A Comprehensive Study on Effectiveness and Efficiency Ningyi Liao et.al. 2406.09675 translate read link
2024-06-13 Automated Molecular Concept Generation and Labeling with Large Language Models Shichang Zhang et.al. 2406.09612 translate read null
2024-06-13 Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networks Aleksandar Pavlovic et.al. 2406.09529 translate read null
2024-06-13 Advancing Graph Generation through Beta Diffusion Yilin He et.al. 2406.09357 translate read null
2024-06-13 On the Expressibility of the Reconstructional Color Refinement V. Arvind et.al. 2406.09351 translate read null
2024-06-13 Scoreformer: A Surrogate Model For Large-Scale Prediction of Docking Scores Álvaro Ciudad et.al. 2406.09346 translate read null
2024-06-13 Transformers meet Neural Algorithmic Reasoners Wilfried Bounsi et.al. 2406.09308 translate read null
2024-06-13 A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarsening Guy Bar-Shalom et.al. 2406.09291 translate read null
2024-06-13 ALPHAGMUT: A Rationale-Guided Alpha Shape Graph Neural Network to Evaluate Mutation Effects Boshen Wang et.al. 2406.09159 translate read null
2024-06-13 OLGA: One-cLass Graph Autoencoder M. P. S. Gôlo et.al. 2406.09131 translate read null
2024-06-13 Adaptive Temporal Motion Guided Graph Convolution Network for Micro-expression Recognition Fengyuan Zhang et.al. 2406.08997 translate read null
2024-06-13 Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification Yuankai Luo et.al. 2406.08993 translate read link
2024-06-13 Self-supervised Graph Neural Network for Mechanical CAD Retrieval Yuhan Quan et.al. 2406.08863 translate read null
2024-06-12 GraphFM: A Comprehensive Benchmark for Graph Foundation Model Yuhao Xu et.al. 2406.08310 translate read link
2024-06-12 Pre-Training Identification of Graph Winning Tickets in Adaptive Spatial-Temporal Graph Neural Networks Wenying Duan et.al. 2406.08287 translate read null
2024-06-12 Conformal Load Prediction with Transductive Graph Autoencoders Rui Luo et.al. 2406.08281 translate read null
2024-06-12 Expressivity and Generalization: Fragment-Biases for Molecular GNNs Tom Wollschläger et.al. 2406.08210 translate read null
2024-06-12 Balancing Molecular Information and Empirical Data in the Prediction of Physico-Chemical Properties Johannes Zenn et.al. 2406.08075 translate read link
2024-06-12 Heuristic Learning with Graph Neural Networks: A Unified Framework for Link Prediction Juzhen Zhang et.al. 2406.07979 translate read null
2024-06-12 How Interpretable Are Interpretable Graph Neural Networks? Yongqiang Chen et.al. 2406.07955 translate read link
2024-06-12 Multi-Teacher Multi-Objective Meta-Learning for Zero-Shot Hyperspectral Band Selection Jie Feng et.al. 2406.07949 translate read null
2024-06-12 Graph Transductive Defense: a Two-Stage Defense for Graph Membership Inference Attacks Peizhi Niu et.al. 2406.07917 translate read null
2024-06-11 Graph Reasoning for Explainable Cold Start Recommendation Jibril Frej et.al. 2406.07420 translate read null
2024-06-11 Embedded Graph Convolutional Networks for Real-Time Event Data Processing on SoC FPGAs Kamil Jeziorek et.al. 2406.07318 translate read null
2024-06-11 Rethinking the impact of noisy labels in graph classification: A utility and privacy perspective De Li et.al. 2406.07314 translate read null
2024-06-11 Logical Distillation of Graph Neural Networks Alexander Pluska et.al. 2406.07126 translate read link
2024-06-11 CHARME: A chain-based reinforcement learning approach for the minor embedding problem Hoang M. Ngo et.al. 2406.07124 translate read null
2024-06-11 On the Hölder Stability of Multiset and Graph Neural Networks Yair Davidson et.al. 2406.06984 translate read null
2024-06-11 Non-autoregressive Personalized Bundle Generation Wenchuan Yang et.al. 2406.06925 translate read null
2024-06-10 An Elliptic Kernel Unsupervised Autoencoder-Graph Convolutional Network Ensemble Model for Hyperspectral Unmixing Estefania Alfaro-Mejia et.al. 2406.06742 translate read null
2024-06-10 GKAN: Graph Kolmogorov-Arnold Networks Mehrdad Kiamari et.al. 2406.06470 translate read null
2024-06-10 Spatiotemporal Graph Neural Network Modelling Perfusion MRI Ruodan Yan et.al. 2406.06434 translate read null
2024-06-10 Explainable Graph Neural Networks Under Fire Zhong Li et.al. 2406.06417 translate read null
2024-06-10 Learning Physical Simulation with Message Passing Transformer Zeyi Xu et.al. 2406.06060 translate read null
2024-06-10 MAGNOLIA: Matching Algorithms via GNNs for Online Value-to-go Approximation Alexandre Hayderi et.al. 2406.05959 translate read link
2024-06-09 Expressive Power of Graph Neural Networks for (Mixed-Integer) Quadratic Programs Ziang Chen et.al. 2406.05938 translate read null
2024-06-09 Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models Aidan Z. H. Yang et.al. 2406.05892 translate read null
2024-06-09 Scaling Graph Convolutions for Mobile Vision William Avery et.al. 2406.05850 translate read link
2024-06-09 Distributed Combinatorial Optimization of Downlink User Assignment in mmWave Cell-free Massive MIMO Using Graph Neural Networks Bile Peng et.al. 2406.05652 translate read null
2024-06-09 What is my quantum computer good for? Quantum capability learning with physics-aware neural networks Daniel Hothem et.al. 2406.05636 translate read null
2024-06-07 Large Generative Graph Models Yu Wang et.al. 2406.05109 translate read null
2024-06-07 Online Frequency Scheduling by Learning Parallel Actions Anastasios Giovanidis et.al. 2406.05041 translate read null
2024-06-07 SpanGNN: Towards Memory-Efficient Graph Neural Networks via Spanning Subgraph Training Xizhi Gu et.al. 2406.04938 translate read link
2024-06-07 QAGCF: Graph Collaborative Filtering for Q&A Recommendation Changshuo Zhang et.al. 2406.04828 translate read null
2024-06-07 Graph Mining under Data scarcity Appan Rakaraddi et.al. 2406.04825 translate read null
2024-06-07 GENIE: Watermarking Graph Neural Networks for Link Prediction Venkata Sai Pranav Bachina et.al. 2406.04805 translate read null
2024-06-07 Mobile Network Configuration Recommendation using Deep Generative Graph Neural Network Shirwan Piroti et.al. 2406.04779 translate read null
2024-06-07 Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks Joel Oskarsson et.al. 2406.04759 translate read link
2024-06-07 Enhancing Size Generalization in Graph Neural Networks through Disentangled Representation Learning Zheng Huang et.al. 2406.04601 translate read link
2024-06-06 GNNAnatomy: Systematic Generation and Evaluation of Multi-Level Explanations for Graph Neural Networks Hsiao-Ying Lu et.al. 2406.04548 translate read null
2024-06-06 On the Expressive Power of Spectral Invariant Graph Neural Networks Bohang Zhang et.al. 2406.04336 translate read link
2024-06-07 NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise Zhonghao Wang et.al. 2406.04299 translate read link
2024-06-06 Transformers need glasses! Information over-squashing in language tasks Federico Barbero et.al. 2406.04267 translate read null
2024-06-06 Multivector Neurons: Better and Faster O(n)-Equivariant Clifford Graph Neural Networks Cong Liu et.al. 2406.04052 translate read link
2024-06-06 Energy-based Epistemic Uncertainty for Graph Neural Networks Dominik Fuchsgruber et.al. 2406.04043 translate read null
2024-06-06 Exploiting Global Graph Homophily for Generalized Defense in Graph Neural Networks Duanyu Li et.al. 2406.03833 translate read null
2024-06-06 BindGPT: A Scalable Framework for 3D Molecular Design via Language Modeling and Reinforcement Learning Artem Zholus et.al. 2406.03686 translate read null
2024-06-06 PANDA: Expanded Width-Aware Message Passing Beyond Rewiring Jeongwhan Choi et.al. 2406.03671 translate read null
2024-06-05 Decision-focused Graph Neural Networks for Combinatorial Optimization Yang Liu et.al. 2406.03647 translate read null
2024-06-05 Equivariant Graph Neural Networks for Prediction of Tensor Material Properties of Crystals Alex Heilman et.al. 2406.03563 translate read null
2024-06-05 Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach Haoyu Han et.al. 2406.03464 translate read null
2024-06-05 Learning Long Range Dependencies on Graphs via Random Walks Dexiong Chen et.al. 2406.03386 translate read link
2024-06-05 Using GNN property predictors as molecule generators Félix Therrien et.al. 2406.03278 translate read null
2024-06-06 Generating Explanations for Cellular Neural Networks Akshit Sinha et.al. 2406.03253 translate read null
2024-06-05 Graph Neural Network Explanations are Fragile Jiate Li et.al. 2406.03193 translate read null
2024-06-05 Topological Neural Networks go Persistent, Equivariant, and Continuous Yogesh Verma et.al. 2406.03164 translate read null
2024-06-05 Aligning Transformers with Weisfeiler-Leman Luis Müller et.al. 2406.03148 translate read link
2024-06-05 E(n) Equivariant Message Passing Cellular Networks Veljko Kovac et.al. 2406.03145 translate read null
2024-06-05 A Data and Model-Driven Deep Learning Approach to Robust Downlink Beamforming Optimization Kai Liang et.al. 2406.03098 translate read null
2024-06-05 Enhancing the Resilience of Graph Neural Networks to Topological Perturbations in Sparse Graphs Shuqi He et.al. 2406.03097 translate read null
2024-06-04 XRec: Large Language Models for Explainable Recommendation Qiyao Ma et.al. 2406.02377 translate read link
2024-06-04 Temporal Graph Rewiring with Expander Graphs Katarina Petrović et.al. 2406.02362 translate read link
2024-06-04 AMOSL: Adaptive Modality-wise Structure Learning in Multi-view Graph Neural Networks For Enhanced Unified Representation Peiyu Liang et.al. 2406.02348 translate read null
2024-06-04 Graph Neural Networks Do Not Always Oversmooth Bastian Epping et.al. 2406.02269 translate read null
2024-06-04 DFA-GNN: Forward Learning of Graph Neural Networks by Direct Feedback Alignment Gongpei Zhao et.al. 2406.02040 translate read null
2024-06-04 Multimodal Reasoning with Multimodal Knowledge Graph Junlin Lee et.al. 2406.02030 translate read null
2024-06-04 Bayesian Mesh Optimization for Graph Neural Networks to Enhance Engineering Performance Prediction Jangseop Park et.al. 2406.01996 translate read null
2024-06-04 PDHG-Unrolled Learning-to-Optimize Method for Large-Scale Linear Programming Bingheng Li et.al. 2406.01908 translate read null
2024-06-03 In-Context Learning of Physical Properties: Few-Shot Adaptation to Out-of-Distribution Molecular Graphs Grzegorz Kaszuba et.al. 2406.01808 translate read null
2024-06-03 AIFS - ECMWF’s data-driven forecasting system Simon Lang et.al. 2406.01465 translate read null
2024-06-03 Graph External Attention Enhanced Transformer Jianqing Liang et.al. 2405.21061 translate read link
2024-06-03 GraphAny: A Foundation Model for Node Classification on Any Graph Jianan Zhao et.al. 2405.20445 translate read link

(<a href=../Graph_Neural_Networks.md>back to Graph Neural Networks</a>)