Graph Neural Networks - 2025-06

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2025-06-30 Bridging Theory and Practice in Link Representation with Graph Neural Networks Veronica Lachi et.al. 2506.24018 translate read null
2025-06-30 When GNNs Met a Word Equations Solver: Learning to Rank Equations (Extended Technical Report) Parosh Aziz Abdulla et.al. 2506.23784 translate read null
2025-06-30 Calibrating Graph Neural Networks with Wavelet-Aware Temperature Scaling Xiaoyang Li et.al. 2506.23782 translate read null
2025-06-30 Graph Neural Networks to Predict Coercivity of Hard Magnetic Microstructures Heisam Moustafa et.al. 2506.23615 translate read null
2025-06-29 Enhancing Live Broadcast Engagement: A Multi-modal Approach to Short Video Recommendations Using MMGCN and User Preferences Saeid Aghasoleymani Najafabadi et.al. 2506.23085 translate read null
2025-06-29 Double-Diffusion: Diffusion Conditioned Diffusion Probabilistic Model For Air Quality Prediction Hanlin Dong et.al. 2506.23053 translate read null
2025-06-28 Prediction Gaps as Pathways to Explanation: Rethinking Educational Outcomes through Differences in Model Performance Javier Garcia-Bernardo et.al. 2506.22993 translate read null
2025-06-28 Missing-Modality-Aware Graph Neural Network for Cancer Classification Sina Tabakhi et.al. 2506.22901 translate read null
2025-06-28 Convergent Privacy Framework with Contractive GNN Layers for Multi-hop Aggregations Yu Zheng et.al. 2506.22727 translate read null
2025-06-27 CoATA: Effective Co-Augmentation of Topology and Attribute for Graph Neural Networks Tao Liu et.al. 2506.22299 translate read null
2025-06-27 The Missing Link: Joint Legal Citation Prediction using Heterogeneous Graph Enrichment Lorenz Wendlinger et.al. 2506.22165 translate read null
2025-06-27 Learning Distributed Safe Multi-Agent Navigation via Infinite-Horizon Optimal Graph Control Fenglan Wang et.al. 2506.22117 translate read null
2025-06-27 Transformers are Graph Neural Networks Chaitanya K. Joshi et.al. 2506.22084 translate read null
2025-06-27 Learning-Based Hybrid Neural Receiver for 6G-V2X Communications Osama Saleem et.al. 2506.21983 translate read null
2025-06-27 Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Yifan Xue et.al. 2506.21933 translate read null
2025-06-26 CAT-SG: A Large Dynamic Scene Graph Dataset for Fine-Grained Understanding of Cataract Surgery Felix Holm et.al. 2506.21813 translate read null
2025-06-26 Multi-task parallelism for robust pre-training of graph foundation models on multi-source, multi-fidelity atomistic modeling data Massimiliano Lupo Pasini et.al. 2506.21788 translate read null
2025-06-26 Do We Really Need GNNs with Explicit Structural Modeling? MLPs Suffice for Language Model Representations Li Zhou et.al. 2506.21682 translate read null
2025-06-26 Accelerating GNN Training through Locality-aware Dropout and Merge Gongjian Sun et.al. 2506.21414 translate read null
2025-06-26 Temporal-Aware Graph Attention Network for Cryptocurrency Transaction Fraud Detection Zhi Zheng et.al. 2506.21382 translate read null
2025-06-26 Real-time and personalized product recommendations for large e-commerce platforms Matteo Tolloso et.al. 2506.21368 translate read null
2025-06-26 CoPa-SG: Dense Scene Graphs with Parametric and Proto-Relations Julian Lorenz et.al. 2506.21357 translate read null
2025-06-26 Hardware-Aware Quantum Kernel Design Based on Graph Neural Networks Yuxiang Liu et.al. 2506.21161 translate read null
2025-06-25 Demystifying Distributed Training of Graph Neural Networks for Link Prediction Xin Huang et.al. 2506.20818 translate read null
2025-06-25 Poster: Enhancing GNN Robustness for Network Intrusion Detection via Agent-based Analysis Zhonghao Zhan et.al. 2506.20806 translate read null
2025-06-25 Dense Video Captioning using Graph-based Sentence Summarization Zhiwang Zhang et.al. 2506.20583 translate read null
2025-06-25 Exploring Graph-Transformer Out-of-Distribution Generalization Abilities Itay Niv et.al. 2506.20575 translate read null
2025-06-25 Adaptive Supergeo Design: A Scalable Framework for Geographic Marketing Experiments Charles Shaw et.al. 2506.20499 translate read null
2025-06-25 Self-Supervised Graph Learning via Spectral Bootstrapping and Laplacian-Based Augmentations Lorenzo Bini et.al. 2506.20362 translate read null
2025-06-25 Directed Link Prediction using GNN with Local and Global Feature Fusion Yuyang Zhang et.al. 2506.20235 translate read null
2025-06-24 GNN’s Uncertainty Quantification using Self-Distillation Hirad Daneshvar et.al. 2506.20046 translate read null
2025-06-24 Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning Prithvi Poddar et.al. 2506.20031 translate read null
2025-06-24 Graph theory inspired anomaly detection at the LHC Jack Y. Araz et.al. 2506.19920 translate read null
2025-06-24 Learning-aided Bigraph Matching Approach to Multi-Crew Restoration of Damaged Power Networks Coupled with Road Transportation Networks Nathan Maurer et.al. 2506.19703 translate read null
2025-06-24 Higher-Order Graph Databases Maciej Besta et.al. 2506.19661 translate read null
2025-06-24 HOIverse: A Synthetic Scene Graph Dataset With Human Object Interactions Mrunmai Vivek Phatak et.al. 2506.19639 translate read null
2025-06-24 Fast and Distributed Equivariant Graph Neural Networks by Virtual Node Learning Yuelin Zhang et.al. 2506.19482 translate read null
2025-06-24 Efficient Extreme Operating Condition Search for Online Relay Setting Calculation in Renewable Power Systems Based on Parallel Graph Neural Network Yan Li et.al. 2506.19289 translate read null
2025-06-24 A Batch-Insensitive Dynamic GNN Approach to Address Temporal Discontinuity in Graph Streams Yang Zhou et.al. 2506.19282 translate read null
2025-06-23 Automating Traffic Monitoring with SHM Sensor Networks via Vision-Supervised Deep Learning Hanshuo Wu et.al. 2506.19023 translate read null
2025-06-23 Fast State-Augmented Learning for Wireless Resource Allocation with Dual Variable Regression Yigit Berkay Uslu et.al. 2506.18748 translate read null
2025-06-23 SaGIF: Improving Individual Fairness in Graph Neural Networks via Similarity Encoding Yuchang Zhu et.al. 2506.18696 translate read null
2025-06-23 Federated Learning from Molecules to Processes: A Perspective Jan G. Rittig et.al. 2506.18525 translate read null
2025-06-23 Your Token Becomes Worthless: Unveiling Rug Pull Schemes in Crypto Token via Code-and-Transaction Fusion Analysis Hao Wu et.al. 2506.18398 translate read null
2025-06-23 PERSCEN: Learning Personalized Interaction Pattern and Scenario Preference for Multi-Scenario Matching Haotong Du et.al. 2506.18382 translate read null
2025-06-23 Robot Tactile Gesture Recognition Based on Full-body Modular E-skin Shuo Jiang et.al. 2506.18256 translate read null
2025-06-23 Multimodal Visual Image Based User Association and Beamforming Using Graph Neural Networks Yinghan Li et.al. 2506.18218 translate read null
2025-06-22 Call Me Maybe: Enhancing JavaScript Call Graph Construction using Graph Neural Networks Masudul Hasan Masud Bhuiyan et.al. 2506.18191 translate read null
2025-06-22 SliceGX: Layer-wise GNN Explanation with Model-slicing Tingting Zhu et.al. 2506.17977 translate read null
2025-06-22 TROJAN-GUARD: Hardware Trojans Detection Using GNN in RTL Designs Kiran Thorat et.al. 2506.17894 translate read null
2025-06-20 Generative Modeling of Full-Atom Protein Conformations using Latent Diffusion on Graph Embeddings Aditya Sengar et.al. 2506.17064 translate read null
2025-06-20 Exploring and Improving Initialization for Deep Graph Neural Networks: A Signal Propagation Perspective Senmiao Wang et.al. 2506.16790 translate read null
2025-06-19 SlepNet: Spectral Subgraph Representation Learning for Neural Dynamics Siddharth Viswanath et.al. 2506.16602 translate read null
2025-06-19 Geometric Learning in Black-Box Optimization: A GNN Framework for Algorithm Performance Prediction Ana Kostovska et.al. 2506.16144 translate read null
2025-06-19 Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification Langzhang Liang et.al. 2506.16110 translate read null
2025-06-19 A Brain-to-Population Graph Learning Framework for Diagnosing Brain Disorders Qianqian Liao et.al. 2506.16096 translate read null
2025-06-19 Unveiling defect motifs in amorphous GeSe using machine learning interatomic potentials Minseok Moon et.al. 2506.15934 translate read null
2025-06-18 KG-FGNN: Knowledge-guided GNN Foundation Model for Fertilisation-oriented Soil GHG Flux Prediction Yu Zhang et.al. 2506.15896 translate read null
2025-06-18 A Machine Learning Framework for Modeling Ensemble Properties of Atomically Disordered Materials Zhenyao Fang et.al. 2506.15652 translate read null
2025-06-18 Over-squashing in Spatiotemporal Graph Neural Networks Ivan Marisca et.al. 2506.15507 translate read null
2025-06-18 DOVA-PATBM: An Intelligent, Adaptive, and Scalable Framework for Optimizing Large-Scale EV Charging Infrastructure Chuan Li et.al. 2506.15289 translate read null
2025-06-18 Accessible Gesture-Driven Augmented Reality Interaction System Yikan Wang et.al. 2506.15189 translate read null
2025-06-17 GCN-Driven Reinforcement Learning for Probabilistic Real-Time Guarantees in Industrial URLLC Eman Alqudah et.al. 2506.15011 translate read null
2025-06-17 Refining music sample identification with a self-supervised graph neural network Aditya Bhattacharjee et.al. 2506.14684 translate read link
2025-06-17 Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution Xiaohan Zheng et.al. 2506.14529 translate read null
2025-06-17 AST-Enhanced or AST-Overloaded? The Surprising Impact of Hybrid Graph Representations on Code Clone Detection Zixian Zhang et.al. 2506.14470 translate read link
2025-06-17 Can Large Language Models Improve Spectral Graph Neural Networks? Kangkang Lu et.al. 2506.14220 translate read null
2025-06-17 NeuroCoreX: An Open-Source FPGA-Based Spiking Neural Network Emulator with On-Chip Learning Ashish Gautam et.al. 2506.14138 translate read null
2025-06-17 CLGNN: A Contrastive Learning-based GNN Model for Betweenness Centrality Prediction on Temporal Graphs Tianming Zhang et.al. 2506.14122 translate read null
2025-06-17 Evaluating Loss Functions for Graph Neural Networks: Towards Pretraining and Generalization Khushnood Abbas et.al. 2506.14114 translate read null
2025-06-16 Quantum-Informed Contrastive Learning with Dynamic Mixup Augmentation for Class-Imbalanced Expert Systems Md Abrar Jahin et.al. 2506.13987 translate read null
2025-06-16 Density-aware Walks for Coordinated Campaign Detection Atul Anand Gopalakrishnan et.al. 2506.13912 translate read null
2025-06-16 Logical Expressiveness of Graph Neural Networks with Hierarchical Node Individualization Arie Soeteman et.al. 2506.13911 translate read null
2025-06-16 A Gravity-informed Spatiotemporal Transformer for Human Activity Intensity Prediction Yi Wang et.al. 2506.13678 translate read null
2025-06-16 TwiUSD: A Benchmark Dataset and Structure-Aware LLM Framework for User Stance Detection Fuaing Niu et.al. 2506.13343 translate read null
2025-06-16 Navigating the Black Box: Leveraging LLMs for Effective Text-Level Graph Injection Attacks Yuefei Lyu et.al. 2506.13276 translate read null
2025-06-16 PhenoKG: Knowledge Graph-Driven Gene Discovery and Patient Insights from Phenotypes Alone Kamilia Zaripova et.al. 2506.13119 translate read null
2025-06-16 Crime Hotspot Prediction Using Deep Graph Convolutional Networks Tehreem Zubair et.al. 2506.13116 translate read null
2025-06-16 Dynamic Graph Condensation Dong Chen et.al. 2506.13099 translate read null
2025-06-16 Uncertainty-Aware Graph Neural Networks: A Multi-Hop Evidence Fusion Approach Qingfeng Chen et.al. 2506.13083 translate read null
2025-06-15 Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation Yuanyuan Lei et.al. 2506.12978 translate read null
2025-06-15 KCLNet: Physics-Informed Power Flow Prediction via Constraints Projections Pantelis Dogoulis et.al. 2506.12902 translate read null
2025-06-15 Large Scalable Cross-Domain Graph Neural Networks for Personalized Notification at LinkedIn Shihai He et.al. 2506.12700 translate read null
2025-06-13 How do Probabilistic Graphical Models and Graph Neural Networks Look at Network Data? Michela Lapenna et.al. 2506.11869 translate read null
2025-06-13 Taxonomy of reduction matrices for Graph Coarsening Antonin Joly et.al. 2506.11743 translate read null
2025-06-13 Relational GNNs Cannot Learn $C_2$ Features for Planning Dillon Z. Chen et.al. 2506.11721 translate read null
2025-06-13 Generalised Rate Control Approach For Stream Processing Applications Ziren Xiao et.al. 2506.11710 translate read null
2025-06-13 Geometry-Aware Edge Pooling for Graph Neural Networks Katharina Limbeck et.al. 2506.11700 translate read null
2025-06-13 KCES: Training-Free Defense for Robust Graph Neural Networks via Kernel Complexity Yaning Jia et.al. 2506.11611 translate read null
2025-06-13 SemanticST: Spatially Informed Semantic Graph Learning for1 Clustering, Integration, and Scalable Analysis of Spatial2 Transcriptomics Roxana Zahedi et.al. 2506.11491 translate read null
2025-06-13 Structure-Aware Automatic Channel Pruning by Searching with Graph Embedding Zifan Liu et.al. 2506.11469 translate read null
2025-06-13 FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models Riddhiman Raut et.al. 2506.11398 translate read null
2025-06-13 EDN: A Novel Edge-Dependent Noise Model for Graph Data Pintu Kumar et.al. 2506.11368 translate read null
2025-06-12 Contrastive Matrix Completion with Denoising and Augmented Graph Views for Robust Recommendation Narges Nemati et.al. 2506.10658 translate read null
2025-06-12 Graph Neural Networks for Automatic Addition of Optimizing Components in Printed Circuit Board Schematics Pascal Plettenberg et.al. 2506.10577 translate read null
2025-06-12 FicGCN: Unveiling the Homomorphic Encryption Efficiency from Irregular Graph Convolutional Networks Zhaoxuan Kan et.al. 2506.10399 translate read null
2025-06-12 LightKG: Efficient Knowledge-Aware Recommendations with Simplified GNN Architecture Yanhui Li et.al. 2506.10347 translate read null
2025-06-12 Context-Adaptive Graph Neural Networks for Next POI Recommendation Yu Lei et.al. 2506.10329 translate read null
2025-06-12 Graph-MLLM: Harnessing Multimodal Large Language Models for Multimodal Graph Learning Jiajin Liu et.al. 2506.10282 translate read null
2025-06-11 Structural-Spectral Graph Convolution with Evidential Edge Learning for Hyperspectral Image Clustering Jianhan Qi et.al. 2506.09920 translate read link
2025-06-11 Guided Graph Compression for Quantum Graph Neural Networks Mikel Casals et.al. 2506.09862 translate read link
2025-06-11 Hierarchical Learning-Enhanced MPC for Safe Crowd Navigation with Heterogeneous Constraints Huajian Liu et.al. 2506.09859 translate read null
2025-06-11 Error-Guided Pose Augmentation: Enhancing Rehabilitation Exercise Assessment through Targeted Data Generation Omar Sherif et.al. 2506.09833 translate read null
2025-06-11 A Deep Generative Model for the Simulation of Discrete Karst Networks Dany Lauzon et.al. 2506.09832 translate read null
2025-06-11 Devil’s Hand: Data Poisoning Attacks to Locally Private Graph Learning Protocols Longzhu He et.al. 2506.09803 translate read null
2025-06-11 Multi-Level Damage-Aware Graph Learning for Resilient UAV Swarm Networks Huan Lin et.al. 2506.09703 translate read null
2025-06-11 Toward Scalable Quantum Compilation for Modular Architecture: Qubit Mapping and Reuse via Deep Reinforcement Learning Sokea Sang et.al. 2506.09323 translate read null
2025-06-10 Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Haoran Peng et.al. 2506.09195 translate read null
2025-06-10 Effective Data Pruning through Score Extrapolation Sebastian Schmidt et.al. 2506.09010 translate read null
2025-06-09 Residual Reweighted Conformal Prediction for Graph Neural Networks Zheng Zhang et.al. 2506.07854 translate read null
2025-06-09 Language Embedding Meets Dynamic Graph: A New Exploration for Neural Architecture Representation Learning Haizhao Jing et.al. 2506.07735 translate read null
2025-06-09 HeTa: Relation-wise Heterogeneous Graph Foundation Attack Model Yuling Wang et.al. 2506.07428 translate read null
2025-06-08 GGBall: Graph Generative Model on Poincaré Ball Tianci Bu et.al. 2506.07198 translate read null
2025-06-08 Regularized Adaptive Graph Learning for Large-Scale Traffic Forecasting Kaiqi Wu et.al. 2506.07179 translate read null
2025-06-08 Efficient Text-Attributed Graph Learning through Selective Annotation and Graph Alignment Huanyi Xie et.al. 2506.07168 translate read null
2025-06-08 MAGNet: A Multi-Scale Attention-Guided Graph Fusion Network for DRC Violation Detection Weihan Lu et.al. 2506.07126 translate read null
2025-06-07 Graph-Based Physics-Guided Urban PM2.5 Air Quality Imputation with Constrained Monitoring Data Shangjie Du et.al. 2506.06917 translate read null
2025-06-07 Graph Neural Networks in Modern AI-aided Drug Discovery Odin Zhang et.al. 2506.06915 translate read null
2025-06-07 Uncertainty Estimation on Graphs with Structure Informed Stochastic Partial Differential Equations Fred Xu et.al. 2506.06907 translate read null
2025-06-06 PROVSYN: Synthesizing Provenance Graphs for Data Augmentation in Intrusion Detection Systems Yi Huang et.al. 2506.06226 translate read null
2025-06-06 How to craft a deep reinforcement learning policy for wind farm flow control Elie Kadoche et.al. 2506.06204 translate read null
2025-06-06 Masked Language Models are Good Heterogeneous Graph Generalizers Jinyu Yang et.al. 2506.06157 translate read null
2025-06-06 Flow-Attentional Graph Neural Networks Pascal Plettenberg et.al. 2506.06127 translate read null
2025-06-06 On-board Mission Replanning for Adaptive Cooperative Multi-Robot Systems Elim Kwan et.al. 2506.06094 translate read null
2025-06-06 Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics Tobias Würth et.al. 2506.06045 translate read null
2025-06-06 On Measuring Long-Range Interactions in Graph Neural Networks Jacob Bamberger et.al. 2506.05971 translate read null
2025-06-06 Pruning Spurious Subgraphs for Graph Out-of-Distribtuion Generalization Tianjun Yao et.al. 2506.05957 translate read null
2025-06-06 Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks Yushang Zhao et.al. 2506.05873 translate read null
2025-06-06 Positional Encoding meets Persistent Homology on Graphs Yogesh Verma et.al. 2506.05814 translate read null
2025-06-05 Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Qing Lyu et.al. 2506.05241 translate read null
2025-06-05 Mitigating Degree Bias Adaptively with Hard-to-Learn Nodes in Graph Contrastive Learning Jingyu Hu et.al. 2506.05214 translate read null
2025-06-05 Learning Intrinsic Alignments from Local Galaxy Environments Matthew Craigie et.al. 2506.05155 translate read null
2025-06-05 Influence Functions for Edge Edits in Non-Convex Graph Neural Networks Jaeseung Heo et.al. 2506.04694 translate read null
2025-06-05 The Oversmoothing Fallacy: A Misguided Narrative in GNN Research MoonJeong Park et.al. 2506.04653 translate read null
2025-06-05 Ignoring Directionality Leads to Compromised Graph Neural Network Explanations Changsheng Sun et.al. 2506.04608 translate read null
2025-06-04 chemtrain-deploy: A parallel and scalable framework for machine learning potentials in million-atom MD simulations Paul Fuchs et.al. 2506.04055 translate read null
2025-06-04 Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win Lorenz Kummer et.al. 2506.03919 translate read null
2025-06-04 Learning from Noise: Enhancing DNNs for Event-Based Vision through Controlled Noise Injection Marcin Kowalczyk et.al. 2506.03918 translate read null
2025-06-04 Graph Neural Networks for Resource Allocation in Multi-Channel Wireless Networks Lili Chen et.al. 2506.03813 translate read null
2025-06-04 Spatiotemporal Prediction of Electric Vehicle Charging Load Based on Large Language Models Hang Fan et.al. 2506.03728 translate read null
2025-06-04 DiagNet: Detecting Objects using Diagonal Constraints on Adjacency Matrix of Graph Neural Network Chong Hyun Lee et.al. 2506.03571 translate read null
2025-06-04 Topology-Aware Graph Neural Network-based State Estimation for PMU-Unobservable Power Systems Shiva Moshtagh et.al. 2506.03493 translate read null
2025-06-03 Geometric Visual Fusion Graph Neural Networks for Multi-Person Human-Object Interaction Recognition in Videos Tanqiu Qiao et.al. 2506.03440 translate read null
2025-06-03 Physics and Computing Performance of the EggNet Tracking Pipeline Jay Chan et.al. 2506.03415 translate read null
2025-06-03 How Explanations Leak the Decision Logic: Stealing Graph Neural Networks via Explanation Alignment Bin Ma et.al. 2506.03087 translate read null
2025-06-03 Understanding Stability Mechanisms in Single-Atom Alloys with Theory-infused Deep Learning Yang Huang et.al. 2506.03031 translate read null
2025-06-03 Sheaves Reloaded: A Directional Awakening Stefano Fiorini et.al. 2506.02842 translate read null
2025-06-03 Combining social relations and interaction data in Recommender System with Graph Convolution Collaborative Filtering Tin T. Tran et.al. 2506.02834 translate read null
2025-06-03 Joint Optimization based on Two-phase GNN in RIS- and DF-assisted MISO Systems with Fine-grained Rate Demands Huijun Tang et.al. 2506.02642 translate read null
2025-06-03 HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport Yanbei Liu et.al. 2506.02619 translate read null
2025-06-03 Speaker Diarization with Overlapping Community Detection Using Graph Attention Networks and Label Propagation Algorithm Zhaoyang Li et.al. 2506.02610 translate read null
2025-06-03 HIEGNet: A Heterogenous Graph Neural Network Including the Immune Environment in Glomeruli Classification Niklas Kormann et.al. 2506.02542 translate read null
2025-06-02 From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Tamara Cucumides et.al. 2506.02243 translate read null
2025-06-02 ReconXF: Graph Reconstruction Attack via Public Feature Explanations on Privatized Node Features and Labels Rishi Raj Sahoo et.al. 2506.02134 translate read null

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