Graph Neural Networks - 2025-01

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2025-01-31 LiDAR Loop Closure Detection using Semantic Graphs with Graph Attention Networks Liudi Yang et.al. 2501.19382 translate read link
2025-01-31 RIGNO: A Graph-based framework for robust and accurate operator learning for PDEs on arbitrary domains Sepehr Mousavi et.al. 2501.19205 translate read link
2025-01-31 Learning Non-Local Molecular Interactions via Equivariant Local Representations and Charge Equilibration Paul Fuchs et.al. 2501.19179 translate read null
2025-01-31 Learning the Hamiltonian Matrix of Large Atomic Systems Chen Hao Xia et.al. 2501.19110 translate read null
2025-01-31 Understanding Oversmoothing in GNNs as Consensus in Opinion Dynamics Keqin Wang et.al. 2501.19089 translate read null
2025-01-31 Improving vision-language alignment with graph spiking hybrid Networks Siyu Zhang et.al. 2501.19069 translate read null
2025-01-31 Optimizing Job Allocation using Reinforcement Learning with Graph Neural Networks Lars C. P. M. Quaedvlieg et.al. 2501.19063 translate read null
2025-01-31 Project-and-Fuse: Improving RGB-D Semantic Segmentation via Graph Convolution Networks Xiaoyan Jiang et.al. 2501.18851 translate read null
2025-01-30 Navigating the Fragrance space Via Graph Generative Models And Predicting Odors Mrityunjay Sharma et.al. 2501.18777 translate read link
2025-01-30 Node Classification and Search on the Rubik’s Cube Graph with GNNs Alessandro Barro et.al. 2501.18580 translate read null
2025-01-30 MolGraph-xLSTM: A graph-based dual-level xLSTM framework with multi-head mixture-of-experts for enhanced molecular representation and interpretability Yan Sun et.al. 2501.18439 translate read null
2025-01-30 A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation Àlex Solé et.al. 2501.18369 translate read link
2025-01-30 Contrastive Learning Meets Pseudo-label-assisted Mixup Augmentation: A Comprehensive Graph Representation Framework from Local to Global Jinlu Wang et.al. 2501.18357 translate read null
2025-01-30 Mixed-Precision Graph Neural Quantization for Low Bit Large Language Models Wanlong Liu et.al. 2501.18154 translate read null
2025-01-30 ACTGNN: Assessment of Clustering Tendency with Synthetically-Trained Graph Neural Networks Yiran Luo et.al. 2501.18112 translate read null
2025-01-29 STGCN-LSTM for Olympic Medal Prediction: Dynamic Power Modeling and Causal Policy Optimization Yiquan Wang et.al. 2501.17711 translate read null
2025-01-30 Graph Neural Network Flavor Tagger and measurement of $\mathrm{sin}2β$ at Belle II Petros Stavroulakis et.al. 2501.17631 translate read null
2025-01-29 RegionGCN: Spatial-Heterogeneity-Aware Graph Convolutional Networks Hao Guo et.al. 2501.17599 translate read null
2025-01-29 Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models Wooyoung Kim et.al. 2501.17549 translate read null
2025-01-29 Reqo: A Robust and Explainable Query Optimization Cost Model Baoming Chang et.al. 2501.17414 translate read link
2025-01-29 A Geometric Perspective for High-Dimensional Multiplex Graphs Kamel Abdous et.al. 2501.17374 translate read link
2025-01-29 Channel Estimation for XL-MIMO Systems with Decentralized Baseband Processing: Integrating Local Reconstruction with Global Refinement Anzheng Tang et.al. 2501.17059 translate read null
2025-01-28 Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Tristan Bilot et.al. 2501.16964 translate read null
2025-01-28 Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks Fabian Fumagalli et.al. 2501.16944 translate read null
2025-01-28 Dynamic Hypergraph Representation for Bone Metastasis Cancer Analysis Yuxuan Chen et.al. 2501.16787 translate read null
2025-01-28 Hypergraph Diffusion for High-Order Recommender Systems Darnbi Sakong et.al. 2501.16722 translate read null
2025-01-28 Data Mining in Transportation Networks with Graph Neural Networks: A Review and Outlook Jiawei Xue et.al. 2501.16656 translate read null
2025-01-28 Applying Ensemble Models based on Graph Neural Network and Reinforcement Learning for Wind Power Forecasting Hongjin Song et.al. 2501.16591 translate read null
2025-01-27 Evaluating the Impact of Detector Design on Jet Flavor Tagging for Future Colliders Dimitrios Ntounis et.al. 2501.16584 translate read null
2025-01-27 Graph Neural Network Based Hybrid Beamforming Design in Wideband Terahertz MIMO-OFDM Systems Beier Li et.al. 2501.16306 translate read null
2025-01-27 From Molecules to Mixtures: Learning Representations of Olfactory Mixture Similarity using Inductive Biases Gary Tom et.al. 2501.16271 translate read null
2025-01-27 ReFill: Reinforcement Learning for Fill-In Minimization Elfarouk Harb et.al. 2501.16130 translate read null
2025-01-27 ScaDyG:A New Paradigm for Large-scale Dynamic Graph Learning Xiang Wu et.al. 2501.16002 translate read null
2025-01-27 Multi-View Attention Syntactic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis Xiang Huang et.al. 2501.15968 translate read link
2025-01-27 Adaptive AI-based Decentralized Resource Management in the Cloud-Edge Continuum Lanpei Li et.al. 2501.15802 translate read null
2025-01-27 GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design Yuanfu Sun et.al. 2501.15755 translate read null
2025-01-26 Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model Chu Zhao et.al. 2501.15555 translate read null
2025-01-26 Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space Xin He et.al. 2501.15461 translate read null
2025-01-26 An Aspect Performance-aware Hypergraph Neural Network for Review-based Recommendation Junrui Liu et.al. 2501.15429 translate read null
2025-01-24 An Attentive Graph Agent for Topology-Adaptive Cyber Defence Ilya Orson Sandoval et.al. 2501.14700 translate read link
2025-01-24 On the Homophily of Heterogeneous Graphs: Understanding and Unleashing Zhen Tao et.al. 2501.14600 translate read null
2025-01-24 Breaking the Pre-Planning Barrier: Real-Time Adaptive Coordination of Mission and Charging UAVs Using Graph Reinforcement Learning Yuhan Hu et.al. 2501.14488 translate read null
2025-01-24 Convergence of gradient based training for linear Graph Neural Networks Dhiraj Patel et.al. 2501.14440 translate read null
2025-01-24 Efficiently charting the space of mixed vacancy-ordered perovskites by machine-learning encoded atomic-site information Fan Zhang et.al. 2501.14384 translate read null
2025-01-24 Adaptive Progressive Attention Graph Neural Network for EEG Emotion Recognition Tianzhi Feng et.al. 2501.14246 translate read null
2025-01-24 Top Ten Challenges Towards Agentic Neural Graph Databases Jiaxin Bai et.al. 2501.14224 translate read null
2025-01-24 Tensor-Based Binary Graph Encoding for Variational Quantum Classifiers Shiwen An et.al. 2501.14185 translate read null
2025-01-23 Graph Neural Controlled Differential Equations For Collaborative Filtering Ke Xu et.al. 2501.13908 translate read link
2025-01-23 Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks Lorenz Kummer et.al. 2501.13776 translate read null
2025-01-23 Sample complexity of data-driven tuning of model hyperparameters in neural networks with structured parameter-dependent dual function Maria-Florina Balcan et.al. 2501.13734 translate read null
2025-01-23 The Road to Learning Explainable Inverse Kinematic Models: Graph Neural Networks as Inductive Bias for Symbolic Regression Pravin Pandey et.al. 2501.13641 translate read null
2025-01-23 VARFVV: View-Adaptive Real-Time Interactive Free-View Video Streaming with Edge Computing Qiang Hu et.al. 2501.13630 translate read null
2025-01-23 GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality Zehao Liu et.al. 2501.13493 translate read null
2025-01-23 KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks Taoran Fang et.al. 2501.13456 translate read link
2025-01-22 Less is More: Simple yet Effective Heuristic Community Detection with Graph Convolution Network Hong Wang et.al. 2501.12946 translate read null
2025-01-22 HierPromptLM: A Pure PLM-based Framework for Representation Learning on Heterogeneous Text-rich Networks Qiuyu Zhu et.al. 2501.12857 translate read null
2025-01-22 GRAMA: Adaptive Graph Autoregressive Moving Average Models Moshe Eliasof et.al. 2501.12732 translate read null
2025-01-22 A Unified Invariant Learning Framework for Graph Classification Yongduo Sui et.al. 2501.12595 translate read link
2025-01-22 FedGrAINS: Personalized SubGraph Federated Learning with Adaptive Neighbor Sampling Emir Ceyani et.al. 2501.12592 translate read null
2025-01-21 SafePowerGraph-HIL: Real-Time HIL Validation of Heterogeneous GNNs for Bridging Sim-to-Real Gap in Power Grids Aoxiang Ma et.al. 2501.12427 translate read null
2025-01-21 A Hybrid Supervised and Self-Supervised Graph Neural Network for Edge-Centric Applications Eugenio Borzone et.al. 2501.12309 translate read null
2025-01-21 SVGS-DSGAT: An IoT-Enabled Innovation in Underwater Robotic Object Detection Technology Dongli Wu et.al. 2501.12169 translate read null
2025-01-21 DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling Hu Cui et.al. 2501.12086 translate read null
2025-01-21 Coarse-to-Fine Lightweight Meta-Embedding for ID-Based Recommendation Yang Wang et.al. 2501.11870 translate read link
2025-01-20 Leveraging graph neural networks and mobility data for COVID-19 forecasting Fernando H. O. Duarte et.al. 2501.11711 translate read null
2025-01-20 Graph Defense Diffusion Model Xin He et.al. 2501.11568 translate read null
2025-01-20 Disentangled Modeling of Preferences and Social Influence for Group Recommendation Guangze Ye et.al. 2501.11342 translate read null
2025-01-20 Advancing Multi-Party Dialogue Systems with Speaker-ware Contrastive Learning Zhongtian Hu et.al. 2501.11292 translate read null
2025-01-20 Spatiotemporal Air Quality Mapping in Urban Areas Using Sparse Sensor Data, Satellite Imagery, Meteorological Factors, and Spatial Features Osama Ahmad et.al. 2501.11270 translate read null
2025-01-20 Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Zhuangzhuang Yan et.al. 2501.11247 translate read null
2025-01-17 Spatio-temporal Graph Learning on Adaptive Mined Key Frames for High-performance Multi-Object Tracking Futian Wang et.al. 2501.10129 translate read null
2025-01-17 Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks Michael Schwingshackl et.al. 2501.10080 translate read link
2025-01-17 Virtual Nodes Improve Long-term Traffic Prediction Xiaoyang Cao et.al. 2501.10048 translate read null
2025-01-17 Study on a Fast Solver for Combined Field Integral Equations of 3D Conducting Bodies Based on Graph Neural Networks Tao Shan et.al. 2501.09923 translate read link
2025-01-16 BN-Pool: a Bayesian Nonparametric Approach to Graph Pooling Daniele Castellana et.al. 2501.09821 translate read null
2025-01-16 Graph Neural Networks for Travel Distance Estimation and Route Recommendation Under Probabilistic Hazards Tong Liu et.al. 2501.09803 translate read null
2025-01-16 Towards Robust and Realistic Human Pose Estimation via WiFi Signals Yang Chen et.al. 2501.09411 translate read link
2025-01-16 Fast Searching of Extreme Operating Conditions for Relay Protection Setting Calculation Based on Graph Neural Network and Reinforcement Learning Yan Li et.al. 2501.09399 translate read null
2025-01-16 First Experiments with Neural cvc5 Jelle Piepenbrock et.al. 2501.09379 translate read link
2025-01-15 Enhancing Graph Representation Learning with Localized Topological Features Zuoyu Yan et.al. 2501.09178 translate read link
2025-01-15 Multi-Class Traffic Assignment using Multi-View Heterogeneous Graph Attention Networks Tong Liu et.al. 2501.09117 translate read null
2025-01-15 Similarity-Quantized Relative Difference Learning for Improved Molecular Activity Prediction Karina Zadorozhny et.al. 2501.09103 translate read null
2025-01-15 CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks Krit Tangsongcharoen et.al. 2501.08998 translate read null
2025-01-15 Joint Detection and Decoding: A Graph Neural Network Approach Jannis Clausius et.al. 2501.08871 translate read null
2025-01-15 MeshMask: Physics-Based Simulations with Masked Graph Neural Networks Paul Garnier et.al. 2501.08738 translate read null
2025-01-15 GRAPPA – A Hybrid Graph Neural Network for Predicting Pure Component Vapor Pressures Marco Hoffmann et.al. 2501.08729 translate read null
2025-01-15 Normalize Then Propagate: Efficient Homophilous Regularization for Few-shot Semi-Supervised Node Classification Baoming Zhang et.al. 2501.08581 translate read null
2025-01-15 OMEGA: A Low-Latency GNN Serving System for Large Graphs Geon-Woo Kim et.al. 2501.08547 translate read null
2025-01-14 Predict Confidently, Predict Right: Abstention in Dynamic Graph Learning Jayadratha Gayen et.al. 2501.08397 translate read null
2025-01-14 Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification Wennuo Yang et.al. 2501.08305 translate read link
2025-01-14 Combining imaging and shape features for prediction tasks of Alzheimer’s disease classification and brain age regression Nairouz Shehata et.al. 2501.07994 translate read null
2025-01-14 QGHNN: A quantum graph Hamiltonian neural network Wenxuan Wang et.al. 2501.07986 translate read null
2025-01-13 A Heterogeneous Multimodal Graph Learning Framework for Recognizing User Emotions in Social Networks Sree Bhattacharyya et.al. 2501.07746 translate read null
2025-01-13 SafePowerGraph-LLM: Novel Power Grid Graph Embedding and Optimization with Large Language Models Fabien Bernier et.al. 2501.07639 translate read null
2025-01-13 Advancing Higgsino Searches by Integrating ML for Boosted Object Tagging and Event Selection Rameswar Sahu et.al. 2501.07491 translate read null
2025-01-13 Dynami-CAL GraphNet: A Physics-Informed Graph Neural Network Conserving Linear and Angular Momentum for Dynamical Systems Vinay Sharma et.al. 2501.07373 translate read null
2025-01-13 Generalizable Graph Neural Networks for Robust Power Grid Topology Control Matthijs de Jong et.al. 2501.07186 translate read null
2025-01-13 Knowledge Distillation and Enhanced Subdomain Adaptation Using Graph Convolutional Network for Resource-Constrained Bearing Fault Diagnosis Mohammadreza Kavianpour et.al. 2501.07173 translate read null
2025-01-13 Duplex: Dual Prototype Learning for Compositional Zero-Shot Learning Zhong Peng et.al. 2501.07114 translate read null
2025-01-13 Graph Contrastive Learning on Multi-label Classification for Recommendations Jiayang Wu et.al. 2501.06985 translate read null
2025-01-12 Improving Pain Classification using Spatio-Temporal Deep Learning Approaches with Facial Expressions Aafaf Ridouan et.al. 2501.06787 translate read null
2025-01-11 Dual-Modality Representation Learning for Molecular Property Prediction Anyin Zhao et.al. 2501.06608 translate read null
2025-01-11 On the Computational Capability of Graph Neural Networks: A Circuit Complexity Bound Perspective Xiaoyu Li et.al. 2501.06444 translate read null
2025-01-10 Efficient Transition State Searches by Freezing String Method with Graph Neural Network Potentials Jonah Marks et.al. 2501.06159 translate read null
2025-01-10 DeltaGNN: Graph Neural Network with Information Flow Control Kevin Mancini et.al. 2501.06002 translate read link
2025-01-10 Discovery of sustainable energy materials via the machine-learned material space Malte Grunert et.al. 2501.05903 translate read null
2025-01-10 Annealing Machine-assisted Learning of Graph Neural Network for Combinatorial Optimization Pablo Loyola et.al. 2501.05845 translate read null
2025-01-10 Fine-tuning is Not Fine: Mitigating Backdoor Attacks in GNNs with Limited Clean Data Jiale Zhang et.al. 2501.05835 translate read null
2025-01-10 Halal or Not: Knowledge Graph Completion for Predicting Cultural Appropriateness of Daily Products Van Thuy Hoang et.al. 2501.05768 translate read link
2025-01-10 TransPlace: Transferable Circuit Global Placement via Graph Neural Network Yunbo Hou et.al. 2501.05667 translate read null
2025-01-10 Scaling Safe Multi-Agent Control for Signal Temporal Logic Specifications Joe Eappen et.al. 2501.05639 translate read null
2025-01-09 Watermarking Graph Neural Networks via Explanations for Ownership Protection Jane Downer et.al. 2501.05614 translate read null
2025-01-09 Quantum Simplicial Neural Networks Simone Piperno et.al. 2501.05558 translate read null
2025-01-09 Discovery of Spin-Crossover Candidates with Equivariant Graph Neural Networks Angel Albavera-Mata et.al. 2501.05341 translate read null
2025-01-09 Improving Skeleton-based Action Recognition with Interactive Object Information Hao Wen et.al. 2501.05066 translate read link
2025-01-09 Vision Graph Non-Contrastive Learning for Audio Deepfake Detection with Limited Labels Falih Gozi Febrinanto et.al. 2501.04942 translate read null
2025-01-08 Intelligent experiments through real-time AI: Fast Data Processing and Autonomous Detector Control for sPHENIX and future EIC detectors J. Kvapil et.al. 2501.04845 translate read null
2025-01-08 Large-Scale Spectral Graph Neural Networks via Laplacian Sparsification: Technical Report Haipeng Ding et.al. 2501.04570 translate read null
2025-01-09 Dynamic Localisation of Spatial-Temporal Graph Neural Network Wenying Duan et.al. 2501.04239 translate read null
2025-01-08 GRAPHITE: Graph-Based Interpretable Tissue Examination for Enhanced Explainability in Breast Cancer Histopathology Raktim Kumar Mondol et.al. 2501.04206 translate read link
2025-01-07 KGIF: Optimizing Relation-Aware Recommendations with Knowledge Graph Information Fusion Dong Hyun Jeon et.al. 2501.04161 translate read null
2025-01-07 GraphNeT 2.0 – A Deep Learning Library for Neutrino Telescopes Rasmus F. Ørsøe et.al. 2501.03817 translate read null
2025-01-07 Image Segmentation: Inducing graph-based learning Aryan Singh et.al. 2501.03765 translate read link
2025-01-07 Exploring Molecule Generation Using Latent Space Graph Diffusion Prashanth Pombala et.al. 2501.03696 translate read link
2025-01-07 MHGNet: Multi-Heterogeneous Graph Neural Network for Traffic Prediction Mei Wu et.al. 2501.03635 translate read link
2025-01-07 Coupled Hierarchical Structure Learning using Tree-Wasserstein Distance Ya-Wei Eileen Lin et.al. 2501.03627 translate read null
2025-01-07 Deep Learning for Pathological Speech: A Survey Shakeel A. Sheikh et.al. 2501.03536 translate read null
2025-01-07 LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging Shubhr Singh et.al. 2501.03464 translate read null
2025-01-06 Mixture-of-Experts Graph Transformers for Interpretable Particle Collision Detection Donatella Genovese et.al. 2501.03432 translate read null
2025-01-07 LightGNN: Simple Graph Neural Network for Recommendation Guoxuan Chen et.al. 2501.03228 translate read link
2025-01-06 Balancing Efficiency and Expressiveness: Subgraph GNNs with Walk-Based Centrality Joshua Southern et.al. 2501.03113 translate read null
2025-01-06 CONTINUUM: Detecting APT Attacks through Spatial-Temporal Graph Neural Networks Atmane Ayoub Mansour Bahara et.al. 2501.02981 translate read null
2025-01-06 LOHA: Direct Graph Spectral Contrastive Learning Between Low-pass and High-pass Views Ziyun Zou et.al. 2501.02969 translate read null
2025-01-06 DarkFarseer: Inductive Spatio-temporal Kriging via Hidden Style Enhancement and Sparsity-Noise Mitigation Zhuoxuan Liang et.al. 2501.02808 translate read null
2025-01-06 GraphDART: Graph Distillation for Efficient Advanced Persistent Threat Detection Saba Fathi Rabooki et.al. 2501.02796 translate read null
2025-01-06 Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training Ting Wang et.al. 2501.02767 translate read link
2025-01-06 Are GNNs Effective for Multimodal Fault Diagnosis in Microservice Systems? Fei Gao et.al. 2501.02766 translate read null
2025-01-06 Enhancing Robot Route Optimization in Smart Logistics with Transformer and GNN Integration Hao Luo et.al. 2501.02749 translate read null
2025-01-06 OpenGU: A Comprehensive Benchmark for Graph Unlearning Bowen Fan et.al. 2501.02728 translate read null
2025-01-03 MixGCN: Scalable GCN Training by Mixture of Parallelism and Mixture of Accelerators Cheng Wan et.al. 2501.01951 translate read null
2025-01-03 A Probabilistic Model for Node Classification in Directed Graphs Diego Huerta et.al. 2501.01630 translate read null
2025-01-02 HetGCoT-Rec: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Journal Recommendation Runsong Jia et.al. 2501.01203 translate read null
2025-01-02 Leveraging Full Dependency Parsing Graph Information For Biomedical Event Extraction Farshad Noravesh et.al. 2501.01158 translate read null
2025-01-02 Graph Generative Pre-trained Transformer Xiaohui Chen et.al. 2501.01073 translate read link
2025-01-01 Spatial Temporal Attention based Target Vehicle Trajectory Prediction for Internet of Vehicles Ouhan Huang et.al. 2501.00890 translate read null
2025-01-01 Revisiting Graph Neural Networks on Graph-level Tasks: Comprehensive Experiments, Analysis, and Improvements Haoyang Li et.al. 2501.00773 translate read null
2025-01-01 Avoiding Oversmoothing in Deep Graph Neural Networks: A Multiplicative Ergodic Analysis Ziang Chen et.al. 2501.00762 translate read null
2025-01-01 FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting Ben-Ao Dai et.al. 2501.00756 translate read null
2025-01-01 AttriReBoost: A Gradient-Free Propagation Optimization Method for Cold Start Mitigation in Attribute Missing Graphs Mengran Li et.al. 2501.00743 translate read link
2025-01-01 KAN KAN Buff Signed Graph Neural Networks? Muhieddine Shebaro et.al. 2501.00709 translate read null

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