Graph Neural Networks - 2025-07

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2025-07-23 From Atoms to Dynamics: Learning the Committor Without Collective Variables Sergio Contreras Arredondo et.al. 2507.17700 translate read null
2025-07-23 Towards Effective Open-set Graph Class-incremental Learning Jiazhen Chen et.al. 2507.17687 translate read null
2025-07-23 Graph Neural Network Approach to Predicting Magnetization in Quasi-One-Dimensional Ising Systems V. Slavin et.al. 2507.17509 translate read null
2025-07-23 HypoChainer: A Collaborative System Combining LLMs and Knowledge Graphs for Hypothesis-Driven Scientific Discovery Haoran Jiang et.al. 2507.17209 translate read null
2025-07-22 Transformer Based Building Boundary Reconstruction using Attraction Field Maps Muhammad Kamran et.al. 2507.17038 translate read null
2025-07-22 PyG 2.0: Scalable Learning on Real World Graphs Matthias Fey et.al. 2507.16991 translate read null
2025-07-22 Deep Unfolding Network for Nonlinear Multi-Frequency Electrical Impedance Tomography Giovanni S. Alberti et.al. 2507.16678 translate read null
2025-07-22 Explainable Vulnerability Detection in C/C++ Using Edge-Aware Graph Attention Networks Radowanul Haque et.al. 2507.16540 translate read null
2025-07-22 Knowledge-aware Diffusion-Enhanced Multimedia Recommendation Xian Mo et.al. 2507.16396 translate read null
2025-07-22 ApproxGNN: A Pretrained GNN for Parameter Prediction in Design Space Exploration for Approximate Computing Ondrej Vlcek et.al. 2507.16379 translate read null
2025-07-22 Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks Yumeng Wang et.al. 2507.16347 translate read null
2025-07-22 LLM-Enhanced Reranking for Complementary Product Recommendation Zekun Xu et.al. 2507.16237 translate read null
2025-07-21 Fast Task Planning with Neuro-Symbolic Relaxation Qiwei Du et.al. 2507.15975 translate read null
2025-07-21 MSGM: A Multi-Scale Spatiotemporal Graph Mamba for EEG Emotion Recognition Hanwen Liu et.al. 2507.15914 translate read null
2025-07-21 Graph Attention Specialized Expert Fusion Model for Node Classification: Based on Cora and Pubmed Datasets Zihang Ma et.al. 2507.15784 translate read null
2025-07-21 Predictive Process Monitoring Using Object-centric Graph Embeddings Wissam Gherissi et.al. 2507.15411 translate read null
2025-07-21 Hypergraph modelling of wave scattering to speed-up material design Kunwoo Park et.al. 2507.15329 translate read null
2025-07-21 Spatio-Temporal Demand Prediction for Food Delivery Using Attention-Driven Graph Neural Networks Rabia Latief Bhat et.al. 2507.15246 translate read null
2025-07-21 Long-Short Distance Graph Neural Networks and Improved Curriculum Learning for Emotion Recognition in Conversation Xinran Li et.al. 2507.15205 translate read link
2025-07-22 Feature Construction Using Network Control Theory and Rank Encoding for Graph Machine Learning Anwar Said et.al. 2507.15195 translate read null
2025-07-20 Can We Move Freely in NEOM’s The Line? An Agent-Based Simulation of Human Mobility in a Futuristic Smart City Abderaouf Bahi et.al. 2507.15143 translate read null
2025-07-20 Graph Attention Networks for Detecting Epilepsy from EEG Signals Using Accessible Hardware in Low-Resource Settings Szymon Mazurek et.al. 2507.15118 translate read null
2025-07-20 Semantic-Aware Representation Learning for Multi-label Image Classification Ren-Dong Xie et.al. 2507.14918 translate read null
2025-07-19 Exp-Graph: How Connections Learn Facial Attributes in Graph-based Expression Recognition Nandani Sharma et.al. 2507.14608 translate read null
2025-07-18 Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Sai Xu et.al. 2507.14035 translate read null
2025-07-18 Structural Connectome Harmonization Using Deep Learning: The Strength of Graph Neural Networks Jagruti Patel et.al. 2507.13992 translate read null
2025-07-18 Robust Anomaly Detection with Graph Neural Networks using Controllability Yifan Wei et.al. 2507.13954 translate read null
2025-07-18 When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction Haoyang Li et.al. 2507.13825 translate read null
2025-07-18 Efficient and Scalable Self-Healing Databases Using Meta-Learning and Dependency-Driven Recovery Joydeep Chandra et.al. 2507.13757 translate read null
2025-07-18 SamGoG: A Sampling-Based Graph-of-Graphs Framework for Imbalanced Graph Classification Shangyou Wang et.al. 2507.13741 translate read null
2025-07-18 Learning Deformable Body Interactions With Adaptive Spatial Tokenization Hao Wang et.al. 2507.13707 translate read null
2025-07-18 Binarizing Physics-Inspired GNNs for Combinatorial Optimization Martin Krutský et.al. 2507.13703 translate read null
2025-07-18 Tri-Learn Graph Fusion Network for Attributed Graph Clustering Binxiong Li et.al. 2507.13620 translate read null
2025-07-17 Graph Neural Network Surrogates for Contacting Deformable Bodies with Necessary and Sufficient Contact Detection Vijay K. Dubey et.al. 2507.13459 translate read null
2025-07-17 A Spectral Interpretation of Redundancy in a Graph Reservoir Anna Bison et.al. 2507.12963 translate read null
2025-07-17 Multi-Channel Graph Neural Network for Financial Risk Prediction of NEEQ Enterprises Jianyu Zhu et.al. 2507.12787 translate read null
2025-07-16 MS-DGCNN++: A Multi-Scale Fusion Dynamic Graph Neural Network with Biological Knowledge Integration for LiDAR Tree Species Classification Said Ohamouddou et.al. 2507.12602 translate read null
2025-07-16 Rel-HNN: Split Parallel Hypergraph Neural Network for Learning on Relational Databases Md. Tanvir Alam et.al. 2507.12562 translate read null
2025-07-16 Traffic-Aware Pedestrian Intention Prediction Fahimeh Orvati Nia et.al. 2507.12433 translate read null
2025-07-16 Heat Kernel Goes Topological Maximilian Krahn et.al. 2507.12380 translate read null
2025-07-17 Catching Bid-rigging Cartels with Graph Attention Neural Networks David Imhof et.al. 2507.12369 translate read null
2025-07-16 Can LLMs Find Fraudsters? Multi-level LLM Enhanced Graph Fraud Detection Tairan Huang et.al. 2507.11997 translate read null
2025-07-15 Enhancements to the IceCube Extremely High Energy Neutrino Selection using Graph & Transformer Based Neural Networks Maxwell Nakos et.al. 2507.11774 translate read null
2025-07-15 A Graph-in-Graph Learning Framework for Drug-Target Interaction Prediction Yuehua Song et.al. 2507.11757 translate read null
2025-07-15 Graph Neural Networks Powered by Encoder Embedding for Improved Node Learning Shiyu Chen et.al. 2507.11732 translate read null
2025-07-15 Subgraph Generation for Generalizing on Out-of-Distribution Links Jay Revolinsky et.al. 2507.11710 translate read null
2025-07-15 PGT-I: Scaling Spatiotemporal GNNs with Memory-Efficient Distributed Training Seth Ockerman et.al. 2507.11683 translate read null
2025-07-15 Modeling Code: Is Text All You Need? Daniel Nichols et.al. 2507.11467 translate read null
2025-07-15 Urban delineation through the lens of commute networks: Leveraging graph embeddings to distinguish socioeconomic groups in cities Devashish Khulbe et.al. 2507.11057 translate read null
2025-07-15 GATE: Graph Attention Neural Networks with Real-Time Edge Construction for Robust Indoor Localization using Mobile Embedded Devices Danish Gufran et.al. 2507.11053 translate read null
2025-07-15 Graph-based Fingerprint Update Using Unlabelled WiFi Signals Ka Ho Chiu et.al. 2507.11038 translate read null
2025-07-15 GALDS: A Graph-Autoencoder-based Latent Dynamics Surrogate model to predict neurite material transport Tsung Yeh Hsieh et.al. 2507.10871 translate read null
2025-07-14 HEIMDALL: a grapH-based sEIsMic Detector And Locator for microseismicity Matteo Bagagli et.al. 2507.10850 translate read null
2025-07-14 REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Zhonghao Zhan et.al. 2507.10836 translate read null
2025-07-14 From Small to Large: A Graph Convolutional Network Approach for Solving Assortment Optimization Problems Guokai Li et.al. 2507.10834 translate read null
2025-07-14 Emulating Dark Matter Halo Merger Trees with Graph Generative Models Tri Nguyen et.al. 2507.10652 translate read null
2025-07-14 Beyond-mean-field fluctuations for the solution of constraint satisfaction problems Niklas Foos et.al. 2507.10360 translate read null
2025-07-14 T-GRAB: A Synthetic Diagnostic Benchmark for Learning on Temporal Graphs Alireza Dizaji et.al. 2507.10183 translate read link
2025-07-14 Forecasting Coccidioidomycosis (Valley Fever) in Arizona: A Graph Neural Network Approach Ali Sarabi et.al. 2507.10014 translate read null
2025-07-14 Effects of structural properties of neural networks on machine learning performance Yash Arya et.al. 2507.10005 translate read null
2025-07-14 Soft Graph Clustering for single-cell RNA Sequencing Data Ping Xu et.al. 2507.09890 translate read null
2025-07-13 A Scalable and Efficient Signal Integration System for Job Matching Ping Liu et.al. 2507.09797 translate read null
2025-07-13 Do we need equivariant models for molecule generation? Ewa M. Nowara et.al. 2507.09753 translate read null
2025-07-12 Joint Access Point Activation and Power Allocation for Cell-Free Massive MIMO Aided ISAC Systems Nguyen Xuan Tung et.al. 2507.09425 translate read null
2025-07-12 Lightweight Graph Neural Networks for Enhanced 5G NR Channel Estimation Sajedeh Norouzi et.al. 2507.09408 translate read null
2025-07-12 Geometric Generative Modeling with Noise-Conditioned Graph Networks Peter Pao-Huang et.al. 2507.09391 translate read null
2025-07-11 Advancements in the IceAct Energy Spectrum Analysis Larissa Paul et.al. 2507.08779 translate read null
2025-07-11 Unified People Tracking with Graph Neural Networks Martin Engilberge et.al. 2507.08494 translate read null
2025-07-10 EvA: Evolutionary Attacks on Graphs Mohammad Sadegh Akhondzadeh et.al. 2507.08212 translate read null
2025-07-10 EP-GAT: Energy-based Parallel Graph Attention Neural Network for Stock Trend Classification Zhuodong Jiang et.al. 2507.08184 translate read null
2025-07-10 Exploring substructures in the Milky Way halo Neural networks applied to Gaia and APOGEE DR 17 L. Berni et.al. 2507.08074 translate read null
2025-07-10 Credit Risk Analysis for SMEs Using Graph Neural Networks in Supply Chain Zizhou Zhang et.al. 2507.07854 translate read null
2025-07-10 Machine Learning Tools for the IceCube-Gen2 Optical Array Francisco Javier Vara Carbonell et.al. 2507.07844 translate read null
2025-07-10 Context Pooling: Query-specific Graph Pooling for Generic Inductive Link Prediction in Knowledge Graphs Zhixiang Su et.al. 2507.07595 translate read null
2025-07-10 Reconstruction of cosmic-ray properties with GNN in GRAND Arsène Ferrière et.al. 2507.07541 translate read null
2025-07-10 NLGCL: Naturally Existing Neighbor Layers Graph Contrastive Learning for Recommendation Jinfeng Xu et.al. 2507.07522 translate read null
2025-07-10 GNN-CNN: An Efficient Hybrid Model of Convolutional and Graph Neural Networks for Text Representation Fardin Rastakhiz et.al. 2507.07414 translate read null
2025-07-10 HGMP:Heterogeneous Graph Multi-Task Prompt Learning Pengfei Jiao et.al. 2507.07405 translate read null
2025-07-10 ST-GRIT: Spatio-Temporal Graph Transformer For Internal Ice Layer Thickness Prediction Zesheng Liu et.al. 2507.07389 translate read null
2025-07-10 GRIT: Graph Transformer For Internal Ice Layer Thickness Prediction Zesheng Liu et.al. 2507.07388 translate read null
2025-07-10 Atherosclerosis through Hierarchical Explainable Neural Network Analysis Irsyad Adam et.al. 2507.07373 translate read null
2025-07-09 An AI Approach for Learning the Spectrum of the Laplace-Beltrami Operator Yulin An et.al. 2507.07073 translate read null
2025-07-09 GNN-ViTCap: GNN-Enhanced Multiple Instance Learning with Vision Transformers for Whole Slide Image Classification and Captioning S M Taslim Uddin Raju et.al. 2507.07006 translate read null
2025-07-09 Heterogeneous Graph Neural Networks for Short-term State Forecasting in Power Systems across Domains and Time Scales: A Hydroelectric Power Plant Case Study Raffael Theiler et.al. 2507.06694 translate read null
2025-07-09 Graph Learning for Cooperative Cell-Free ISAC Systems: From Optimization to Estimation Peng Jiang et.al. 2507.06612 translate read null
2025-07-09 Deep-Learning-Based Pre-Layout Parasitic Capacitance Prediction on SRAM Designs Shan Shen et.al. 2507.06549 translate read null
2025-07-08 DecoyDB: A Dataset for Graph Contrastive Learning in Protein-Ligand Binding Affinity Prediction Yupu Zhang et.al. 2507.06366 translate read null
2025-07-08 Learning-Augmented Model-Based Multi-Robot Planning for Time-Critical Search and Inspection Under Uncertainty Abhish Khanal et.al. 2507.06129 translate read null
2025-07-08 Drag modelling for flows through assemblies of spherical particles with machine learning: A comparison of approaches Julia Reuter et.al. 2507.05983 translate read null
2025-07-08 KERAG_R: Knowledge-Enhanced Retrieval-Augmented Generation for Recommendation Zeyuan Meng et.al. 2507.05863 translate read null
2025-07-08 GATMesh: Clock Mesh Timing Analysis using Graph Neural Networks Muhammad Hadir Khan et.al. 2507.05681 translate read null
2025-07-08 HRRRCast: a data-driven emulator for regional weather forecasting at convection allowing scales Daniel Abdi et.al. 2507.05658 translate read null
2025-07-08 DESIGN: Encrypted GNN Inference via Server-Side Input Graph Pruning Kaixiang Zhao et.al. 2507.05649 translate read null
2025-07-08 Learnable quantum spectral filters for hybrid graph neural networks Ammar Daskin et.al. 2507.05640 translate read null
2025-07-08 LLMs are Introvert Litian Zhang et.al. 2507.05638 translate read null
2025-07-08 Graph Learning Feng Xia et.al. 2507.05636 translate read null
2025-07-07 Robust Learning on Noisy Graphs via Latent Space Constraints with External Knowledge Chunhui Gu et.al. 2507.05540 translate read null
2025-07-07 Exploring Semantic Clustering and Similarity Search for Heterogeneous Traffic Scenario Graph Ferdinand Mütsch et.al. 2507.05086 translate read null
2025-07-07 Replacing detector simulation with heterogeneous GNNs in flavour physics analyses Guillermo Hijano et.al. 2507.05069 translate read null
2025-07-07 Hierarchical Intent-guided Optimization with Pluggable LLM-Driven Semantics for Session-based Recommendation Jinpeng Chen et.al. 2507.04623 translate read null
2025-07-06 Computed Tomography Visual Question Answering with Cross-modal Feature Graphing Yuanhe Tian et.al. 2507.04333 translate read null
2025-07-05 Graph Neural Networks as a Substitute for Transformers in Single-Cell Transcriptomics Jiaxin Qi et.al. 2507.04125 translate read null
2025-07-05 Commute Networks as a Signature of Urban Socioeconomic Performance: Evaluating Mobility Structures with Deep Learning Models Devashish Khulbe et.al. 2507.04027 translate read null
2025-07-05 Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs Thanh Hoang-Minh et.al. 2507.03947 translate read null
2025-07-05 Combining Graph Neural Networks and Mixed Integer Linear Programming for Molecular Inference under the Two-Layered Model Jianshen Zhu et.al. 2507.03920 translate read null
2025-07-05 Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Zekai Wang et.al. 2507.03855 translate read null
2025-07-05 OrbitAll: A Unified Quantum Mechanical Representation Deep Learning Framework for All Molecular Systems Beom Seok Kang et.al. 2507.03853 translate read null
2025-07-03 RLHGNN: Reinforcement Learning-driven Heterogeneous Graph Neural Network for Next Activity Prediction in Business Processes Jiaxing Wang et.al. 2507.02690 translate read null
2025-07-03 When Attention is Beneficial for Learning Wireless Resource Allocation Efficiently? Jia Guo et.al. 2507.02427 translate read null
2025-07-03 S2FGL: Spatial Spectral Federated Graph Learning Zihan Tan et.al. 2507.02409 translate read null
2025-07-02 Generating Large Semi-Synthetic Graphs of Any Size Rodrigo Tuna et.al. 2507.02166 translate read null
2025-07-02 Non-exchangeable Conformal Prediction for Temporal Graph Neural Networks Tuo Wang et.al. 2507.02151 translate read null
2025-07-02 Enhancing Power Flow Estimation with Topology-Aware Gated Graph Neural Networks Shrenik Jadhav et.al. 2507.02078 translate read null
2025-07-02 NGAT: A Node-level Graph Attention Network for Long-term Stock Prediction Yingjie Niu et.al. 2507.02018 translate read null
2025-07-02 Joint Power Control and Precoding for Cell-Free Massive MIMO Systems With Sparse Multi-Dimensional Graph Neural Networks Yukun Ma et.al. 2507.01876 translate read null
2025-07-02 Direct Vertex Reconstruction of $Λ$ Baryons from Hits in CLAS12 using Graph Neural Networks Keegan Menkce et.al. 2507.01868 translate read null
2025-07-02 MILP-SAT-GNN: Yet Another Neural SAT Solver Franco Alberto Cardillo et.al. 2507.01825 translate read null
2025-07-02 Variational Graph Convolutional Neural Networks Illia Oleksiienko et.al. 2507.01699 translate read null
2025-07-02 Following the Clues: Experiments on Person Re-ID using Cross-Modal Intelligence Robert Aufschläger et.al. 2507.01504 translate read null
2025-07-01 RaGNNarok: A Light-Weight Graph Neural Network for Enhancing Radar Point Clouds on Unmanned Ground Vehicles David Hunt et.al. 2507.00937 translate read null
2025-07-01 Understanding Generalization in Node and Link Prediction Antonis Vasileiou et.al. 2507.00927 translate read null
2025-07-01 NN-Former: Rethinking Graph Structure in Neural Architecture Representation Ruihan Xu et.al. 2507.00880 translate read null
2025-07-01 Towards Open-World Human Action Segmentation Using Graph Convolutional Networks Hao Xing et.al. 2507.00756 translate read null
2025-07-01 Multi-Modal Graph Convolutional Network with Sinusoidal Encoding for Robust Human Action Segmentation Hao Xing et.al. 2507.00752 translate read null
2025-07-01 ParticleFormer: A 3D Point Cloud World Model for Multi-Object, Multi-Material Robotic Manipulation Suning Huang et.al. 2506.23126 translate read null

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