Graph Neural Networks - 2026-02

Publish Date Title Authors PDF Translate Read Code
2026-02-28 IU: Imperceptible Universal Backdoor Attack Hsin Lin et.al. 2603.00711 translate read null
2026-02-28 Learning to Explore: Policy-Guided Outlier Synthesis for Graph Out-of-Distribution Detection Li Sun et.al. 2603.00602 translate read null
2026-02-28 Heterophily-Agnostic Hypergraph Neural Networks with Riemannian Local Exchanger Li Sun et.al. 2603.00599 translate read null
2026-02-28 TopoEdge: Topology-Grounded Agentic Framework for Edge Networking Code Generation and Repair Haomin Qi et.al. 2603.00569 translate read null
2026-02-28 GCL-Sampler: Discovering Kernel Similarity for Sampled GPU Simulation via Graph Contrastive Learning Jiaqi Wang et.al. 2603.00551 translate read null
2026-02-28 Dynamic Spatio-Temporal Graph Neural Network for Early Detection of Pornography Addiction in Adolescents Based on Electroencephalogram Signals Achmad Ardani Prasha et.al. 2603.00488 translate read null
2026-02-28 Wireless Power Control Based on Large Language Models Jiacheng Wang et.al. 2603.00474 translate read null
2026-02-26 Deep ensemble graph neural networks for probabilistic cosmic-ray direction and energy reconstruction in autonomous radio arrays Arsène Ferrière et.al. 2602.23321 translate read null
2026-02-26 Real-Time Stream Compaction for Sparse Machine Learning on FPGAs Marc Neu et.al. 2602.23281 translate read null
2026-02-26 A Perspective on Open Challenges in Deformable Object Manipulation Ryan Paul McKennaa et.al. 2602.22998 translate read null
2026-02-26 BRepMAE: Self-Supervised Masked BRep Autoencoders for Machining Feature Recognition Can Yao et.al. 2602.22701 translate read null
2026-02-25 ECHO: Encoding Communities via High-order Operators Emilio Ferrara et.al. 2602.22446 translate read null
2026-02-24 Seamlessly joining length scales: From atomistic thermal graphs to anisotropic continuum conductivity C. Ugwumadu et.al. 2602.22256 translate read null
2026-02-24 Improving Spatial Allocation for Energy System Coupling with Graph Neural Networks Xuanhao Mu et.al. 2602.22249 translate read null
2026-02-25 AutoSew: A Geometric Approach to Stitching Prediction with Graph Neural Networks Pablo Ríos-Navarro et.al. 2602.22052 translate read null
2026-02-25 Discovering new photovoltaics using optimal transport theory Matthew A. H. Walker et.al. 2602.22036 translate read null
2026-02-25 Protein Graph Neural Networks for Heterogeneous Cryo-EM Reconstruction Jonathan Krook et.al. 2602.21915 translate read null
2026-02-25 RABot: Reinforcement-Guided Graph Augmentation for Imbalanced and Noisy Social Bot Detection Longlong Zhang et.al. 2602.21749 translate read null
2026-02-25 VasGuideNet: Vascular Topology-Guided Couinaud Liver Segmentation with Structural Contrastive Loss Chaojie Shen et.al. 2602.21539 translate read null
2026-02-24 MINAR: Mechanistic Interpretability for Neural Algorithmic Reasoning Jesse He et.al. 2602.21442 translate read null
2026-02-24 Archetypal Graph Generative Models: Explainable and Identifiable Communities via Anchor-Dominant Convex Hulls Nikolaos Nakis et.al. 2602.21342 translate read null
2026-02-24 CableRobotGraphSim: A Graph Neural Network for Modeling Partially Observable Cable-Driven Robot Dynamics Nelson Chen et.al. 2602.21331 translate read null
2026-02-24 Probing Graph Neural Network Activation Patterns Through Graph Topology Floriano Tori et.al. 2602.21092 translate read null
2026-02-24 Determining Atomic Structure from Spectroscopy via an Active Learning Framework Ian Slagle et.al. 2602.20959 translate read null
2026-02-23 CITED: A Decision Boundary-Aware Signature for GNNs Towards Model Extraction Defense Bolin Shen et.al. 2602.20418 translate read null
2026-02-23 Vision-Based Reasoning with Topology-Encoded Graphs for Anatomical Path Disambiguation in Robot-Assisted Endovascular Navigation Jiyuan Zhao et.al. 2602.20215 translate read null
2026-02-13 Data-Driven Deep MIMO Detection:Network Architectures and Generalization Analysis Yongwei Yi et.al. 2602.20178 translate read null
2026-02-23 A Secure and Private Distributed Bayesian Federated Learning Design Nuocheng Yang et.al. 2602.20003 translate read null
2026-02-23 Improving Generalization and Trainability of Quantum Eigensolvers via Graph Neural Encoding Jungyun Lee et.al. 2602.19752 translate read null
2026-02-23 Impact of Training Dataset Size for ML Load Flow Surrogates Timon Conrad et.al. 2602.19667 translate read null
2026-02-23 Detecting High-Potential SMEs with Heterogeneous Graph Neural Networks Yijiashun Qi et.al. 2602.19591 translate read null
2026-02-23 Temporal-Aware Heterogeneous Graph Reasoning with Multi-View Fusion for Temporal Question Answering Wuzhenghong Wen et.al. 2602.19569 translate read null
2026-02-22 Training-Free Cross-Architecture Merging for Graph Neural Networks Rishabh Bhattacharya et.al. 2602.19332 translate read null
2026-02-22 CTS-Bench: Benchmarking Graph Coarsening Trade-offs for GNNs in Clock Tree Synthesis Barsat Khadka et.al. 2602.19330 translate read null
2026-02-22 Physics-Informed Graph Neural Network for Inverse Design of Integrated Photonic Biosensors Yasaman Torabi et.al. 2602.19082 translate read null
2026-02-21 HEHRGNN: A Unified Embedding Model for Knowledge Graphs with Hyperedges and Hyper-Relational Edges Rajesh Rajagopalamenon et.al. 2602.18897 translate read null
2026-02-21 L2G-Net: Local to Global Spectral Graph Neural Networks via Cauchy Factorizations Samuel Fernández-Menduiña et.al. 2602.18837 translate read null
2026-02-21 GLaDiGAtor: Language-Model-Augmented Multi-Relation Graph Learning for Predicting Disease-Gene Associations Osman Onur Kuzucu et.al. 2602.18769 translate read null
2026-02-21 Nazrin: Atomic Tactics for Graph Neural Networks for Theorem Proving in Lean 4 Leni Aniva et.al. 2602.18767 translate read null
2026-02-20 Benchmarking Graph Neural Networks in Solving Hard Constraint Satisfaction Problems Geri Skenderi et.al. 2602.18419 translate read null
2026-02-20 Unifying approach to uniform expressivity of graph neural networks Huan Luo et.al. 2602.18409 translate read null
2026-02-20 Clapeyron Neural Networks for Single-Species Vapor-Liquid Equilibria Jan Pavšek et.al. 2602.18313 translate read null
2026-02-20 Stable Long-Horizon Spatiotemporal Prediction on Meshes Using Latent Multiscale Recurrent Graph Neural Networks Lionel Salesses et.al. 2602.18146 translate read null
2026-02-20 Advection-Diffusion on Graphs: A Bakry-Emery Laplacian for Spectral Graph Neural Networks Pierre-Gabriel Berlureau et.al. 2602.18141 translate read null
2026-02-20 Balancing Symmetry and Efficiency in Graph Flow Matching Benjamin Honoré et.al. 2602.18084 translate read null
2026-02-20 Achieving Robust Extrapolation in Materials Property Prediction via Decoupled Transfer Learning Tasuku Sugiura et.al. 2602.18054 translate read null
2026-02-20 Multi-Modal Sensing Residual-Corrected GNN for mmWave Path Loss Prediction via Synesthesia of Machines Mengyuan Lu et.al. 2602.18005 translate read null
2026-02-20 Generating adversarial inputs for a graph neural network model of AC power flow Robert Parker et.al. 2602.17975 translate read null
2026-02-20 Graph-Neural Multi-Agent Coordination for Distributed Access-Point Selection in Cell-Free Massive MIMO Mohammad Zangooei et.al. 2602.17954 translate read null
2026-02-20 Optimizing Graph Causal Classification Models: Estimating Causal Effects and Addressing Confounders Simi Job et.al. 2602.17941 translate read null
2026-02-20 Causal Neighbourhood Learning for Invariant Graph Representations Simi Job et.al. 2602.17934 translate read null
2026-02-19 COMBA: Cross Batch Aggregation for Learning Large Graphs with Context Gating State Space Models Jiajun Shen et.al. 2602.17893 translate read null
2026-02-19 StableAML: Machine Learning for Behavioral Wallet Detection in Stablecoin Anti-Money Laundering on Ethereum Luciano Juvinski et.al. 2602.17842 translate read null
2026-02-19 Graph Neural Model Predictive Control for High-Dimensional Systems Patrick Benito Eberhard et.al. 2602.17601 translate read null
2026-02-19 From Subtle to Significant: Prompt-Driven Self-Improving Optimization in Test-Time Graph OOD Detection Luzhi Wang et.al. 2602.17342 translate read null
2026-02-19 Semi-Supervised Learning on Graphs using Graph Neural Networks Juntong Chen et.al. 2602.17115 translate read null
2026-02-19 A Locality Radius Framework for Understanding Relational Inductive Bias in Database Learning Aadi Joshi et.al. 2602.17092 translate read null
2026-02-19 AdvSynGNN: Structure-Adaptive Graph Neural Nets via Adversarial Synthesis and Self-Corrective Propagation Rong Fu et.al. 2602.17071 translate read null
2026-02-18 Neural Proposals, Symbolic Guarantees: Neuro-Symbolic Graph Generation with Hard Constraints Chuqin Geng et.al. 2602.16954 translate read null
2026-02-18 Beyond Message Passing: A Symbolic Alternative for Expressive and Interpretable Graph Learning Chuqin Geng et.al. 2602.16947 translate read null
2026-02-18 Predicting The Cop Number Using Machine Learning Meagan Mann et.al. 2602.16600 translate read null
2026-02-18 Hardware-accelerated graph neural networks: an alternative approach for neuromorphic event-based audio classification and keyword spotting on SoC FPGA Kamil Jeziorek et.al. 2602.16442 translate read null
2026-02-18 Graph neural network for colliding particles with an application to sea ice floe modeling Ruibiao Zhu et.al. 2602.16213 translate read null
2026-02-18 Investigating GNN Convergence on Large Randomly Generated Graphs with Realistic Node Feature Correlations Mohammed Zain Ali Ahmed et.al. 2602.16145 translate read null
2026-02-18 Federated Graph AGI for Cross-Border Insider Threat Intelligence in Government Financial Schemes Srikumar Nayak et.al. 2602.16109 translate read null
2026-02-17 MolCrystalFlow: Molecular Crystal Structure Prediction via Flow Matching Cheng Zeng et.al. 2602.16020 translate read null
2026-02-17 Edge-Local and Qubit-Efficient Quantum Graph Learning for the NISQ Era Armin Ahmadkhaniha et.al. 2602.16018 translate read null
2026-02-17 MRC-GAT: A Meta-Relational Copula-Based Graph Attention Network for Interpretable Multimodal Alzheimer’s Disease Diagnosis Fatemeh Khalvandi et.al. 2602.15740 translate read null
2026-02-17 Beyond ReLU: Bifurcation, Oversmoothing, and Topological Priors Erkan Turan et.al. 2602.15634 translate read null
2026-02-17 On the Geometric Coherence of Global Aggregation in Federated GNN Chethana Prasad Kabgere et.al. 2602.15510 translate read null
2026-02-17 Benchmarking IoT Time-Series AD with Event-Level Augmentations Dmitry Zhevnenko et.al. 2602.15457 translate read null
2026-02-16 Size Transferability of Graph Transformers with Convolutional Positional Encodings Javier Porras-Valenzuela et.al. 2602.15239 translate read null
2026-02-16 Real-time graph neural networks on FPGAs for the Belle II electromagnetic calorimeter I. Haide et.al. 2602.15118 translate read null
2026-02-11 One Rule to Bring Them All: Investigating Transport Connectivity in Public Transport Route Generation for Equitable Access Aleksandr Morozov et.al. 2602.15053 translate read null
2026-02-16 Learning Structural Hardness for Combinatorial Auctions: Instance-Dependent Algorithm Selection via Graph Neural Networks Sungwoo Kang et.al. 2602.14772 translate read null
2026-02-16 Bayesian Cosmic Void Finding with Graph Flows Leander Thiele et.al. 2602.14630 translate read null
2026-02-16 DCTracks: An Open Dataset for Machine Learning-Based Drift Chamber Track Reconstruction Qian Liyan et.al. 2602.14571 translate read null
2026-02-15 Whom to Query for What: Adaptive Group Elicitation via Multi-Turn LLM Interactions Ruomeng Ding et.al. 2602.14279 translate read null
2026-02-15 ABI: A tightly integrated, unified, sparsity-aware, reconfigurable, compute near-register file/cache GPU architecture with light-weight softmax for deep learning, linear algebra, and Ising compute Siddhartha Raman Sundara Raman et.al. 2602.14262 translate read null
2026-02-15 A Hybrid TGN-SEAL Model for Dynamic Graph Link Prediction Nafiseh Sadat Sajadi et.al. 2602.14239 translate read null
2026-02-14 GREPO: A Benchmark for Graph Neural Networks on Repository-Level Bug Localization Juntong Wang et.al. 2602.13921 translate read null
2026-02-14 Optimization-Free Graph Embedding via Distributional Kernel for Community Detection Shuaibin Song et.al. 2602.13634 translate read null
2026-02-13 Federated Learning of Nonlinear Temporal Dynamics with Graph Attention-based Cross-Client Interpretability Ayse Tursucular et.al. 2602.13485 translate read null
2026-02-11 Graph neural networks uncover structure and functions underlying the activity of simulated neural assemblies Cédric Allier et.al. 2602.13325 translate read null
2026-02-13 Learning to Approximate Uniform Facility Location via Graph Neural Networks Chendi Qian et.al. 2602.13155 translate read null
2026-02-13 FlashSchNet: Fast and Accurate Coarse-Grained Neural Network Molecular Dynamics Pingzhi Li et.al. 2602.13140 translate read null
2026-02-13 Which Algorithms Can Graph Neural Networks Learn? Solveig Wittig et.al. 2602.13106 translate read null
2026-02-13 Coden: Efficient Temporal Graph Neural Networks for Continuous Prediction Zulun Zhu et.al. 2602.12613 translate read null
2026-02-13 Graph Neural Network Prediction of Infrared Spectra of Interstellar Polycyclic Aromatic Hydrocarbons Guoqing Tang et.al. 2602.12560 translate read null
2026-02-12 Community Concealment from Unsupervised Graph Learning-Based Clustering Dalyapraz Manatova et.al. 2602.12250 translate read null
2026-02-12 Towards Personalized Bangla Book Recommendation: A Large-Scale Multi-Entity Book Graph Dataset Rahin Arefin Ahmed et.al. 2602.12129 translate read null
2026-02-12 GP2F: Cross-Domain Graph Prompting with Adaptive Fusion of Pre-trained Graph Neural Networks Dongxiao He et.al. 2602.11629 translate read null
2026-02-12 Differentiable Graph Neural Network Simulator for the Back-Analysis of Post-Liquefaction Residual Strength from Flow Failure Runout Yongjin Choi et.al. 2602.11621 translate read null
2026-02-11 MoToRec: Sparse-Regularized Multimodal Tokenization for Cold-Start Recommendation Jialin Liu et.al. 2602.11062 translate read null
2026-02-11 Machine learning exploration of binding energy distributions of H2O at astrochemically relevant dust grain surfaces Anant Vaishnav et.al. 2602.11050 translate read null
2026-02-11 RiemannGL: Riemannian Geometry Changes Graph Deep Learning Li Sun et.al. 2602.10982 translate read null
2026-02-11 Multi-Modal Track Reconstruction using Graph Neural Networks at Belle II Lea Reuter et.al. 2602.10897 translate read null
2026-02-11 Exploring the impact of adaptive rewiring in Graph Neural Networks Charlotte Cambier van Nooten et.al. 2602.10754 translate read null
2026-02-11 Boundary-Aware Multi-Behavior Dynamic Graph Transformer for Sequential Recommendation Jingsong Su et.al. 2602.10493 translate read null

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