Message Passing Neural Networks

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Twelve weeks of publication activity for this topic as it is defined today.

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Graph Neural NetworksGraph LearningMulti-View Gated Graph Attention NetworkText-Attributed GraphGraph StructureGnn-Based DetectorsSubgraphsMultiplex Graph Transformers

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Period ending 2026-09-07

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A weekly snapshot of new work published in Message Passing Neural Networks.

41 papers

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  1. Why Multi-Layer Message Passing Works: Completeness Theory for Graph Neural Network Interatomic Potentials

    Sep 1, 2026Pingbing Ming, Han WangInteratomic PotentialsMessage Passing Neural Networks

  2. AutoGrable: What Is a Good Graph for a Table?

    Aug 11, 2026Tamara Cucumides, Floris GeertsGraph LearningTable

  3. Pair-Centric Graph Rewiring for Over-Squashing via Optimal Transport-Guided Communication Alignment

    Aug 11, 2026Yan Wang, Chuan-Xian RenMessage Passing Neural NetworksWireless Resource Allocation

  4. HOPPER: Learnable Hop Extraction for Linearized Graph Sequence Models

    Aug 10, 2026Isuru Herath, Arin Gopakumar, Sharan SahuMessage Passing Neural NetworksSequence Modeling

  5. DAIF: A Data-Driven Intermediate Fusion Framework for Multimodal Supervised Learning via Approximate Message Passing

    Aug 3, 2026Sagnik Nandy, Samriddha Lahiry, Pragya Sur +1Message Passing Neural Networks

  6. Designing a Good Virtual Node: Addressable and Cardinality-Preserving Global Memory for Message Passing Architectures

    Aug 3, 2026Félix MarcocciaMessage Passing Neural NetworksCross-Attention

  7. Examining the Efficacy of Graph Neural Network Message-Passing in Regression Contexts

    Jul 29, 2026Keith G. Mills, Aedan J. DeFrates, Joong Ho KimGraph Neural NetworksMessage Passing Neural Networks

  8. RAMP: Recognition parametrisation by Amortised Message Passing

    Jul 21, 2026Lior Fox, Kai Biegun, James Heald +3Latent Factor RepresentationsUnsupervised

  9. The Value of Depth in Message Passing on Sparse Graphs: A Kesten-Stigum Dichotomy

    Jul 18, 2026Aseem Raj BaranwalMessage Passing Neural NetworksSearch Depth

  10. Distance-Preserving Embeddings in Inhomogeneous Random Graphs

    Jul 11, 2026My Le, Luana Ruiz, Souvik DharaExponential Random Graph ModelsGraph Learning

  11. InductWave: Inductive Multi-Hop Logical Query Answering on Knowledge Graphs

    Jul 8, 2026Mayank Kharbanda, Michael Cochez, Rajiv Ratn Shah +1Knowledge GraphsMulti-Hop Reasoning

  12. MeGA-MP: Metric Graph Advection Message Passing -- A Physics-Informed Message Passing Operator for Advection-Dominated Metric Graphs

    Jul 6, 2026Janine Strotherm, Luca Hermes, André Artelt +1Message Passing Neural NetworksAdvection-Reaction-Diffusion

  13. Message Passing Enables Efficient Reasoning

    Jul 1, 2026Xuecheng Liu, Daman Arora, Gokul Swamy +1LLM Reasoning MethodsParallel Decoding and Training

  14. Adaptive Recurrent Message Passing for Test Time Computing on Graphs

    Jun 21, 2026Junshu Sun, Wanxing Chang, Qingming Huang +1Graph LearningMessage Passing Neural Networks

  15. PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

    Jun 4, 2026Ziling Liang, Xinping Yi, Qingsong Wen +1Graph Neural NetworksMessage Passing Neural Networks

  16. Learn When and Where to Connect: Adaptive Virtual Nodes for Dynamic Message Passing on Graphs

    Jun 2, 2026Jaejun Lee, Joyce Jiyoung WhangMessage Passing Neural NetworksComplex Networks

  17. Easy, robust approximate message passing for planted spike models

    May 30, 2026Misha Ivkov, Tselil SchrammPrincipal Component AnalysisMessage Passing Neural Networks

  18. A Topological Characterization of Graph Neural Networks via Stochastic Block Model Embeddings on the n-Sphere

    May 29, 2026Gopal AnantharamanGraph Neural NetworksMessage Passing Neural Networks

  19. What drives performance in molecular MPNNs? An operator-level factorial benchmark

    May 28, 2026Panyu Jiao, Shuizhou Chen, Yiheng Shen +3Message Passing Neural NetworksMolecular Property Prediction

  20. Composing Non-Conjugate Factor Graphs with Closed-Form Variational Inference

    May 28, 2026Mykola Lukashchuk, Kyrylo Yemets, Wouter M. Kouw +4Variational InferenceFactor Graphs

  21. From Detection to Mechanism: Cross-Attention Graph Neural Networks Enable Drug-Drug Interaction Type Prediction An Ablation Study with Acetylsalicylic Acid Validation

    May 27, 2026Juergen DietrichDrug-Drug InteractionsGraph Neural Networks

  22. Sampling Triangulations and Calabi-Yau Threefolds with Autoregressive GNNs

    May 26, 2026Nate MacFaddenTriangulationsPolytopes

  23. GraphReview: Scientific Paper Evaluation via LLM-Based Graph Message Passing

    May 26, 2026Pujun Zheng, Wanying Ren, Jiacheng Yao +2Scientific PapersMessage Passing Neural Networks

  24. Invariant-Based Weight Sharing for Message Passing

    May 25, 2026Florian SeiffarthMessage Passing Neural NetworksGraph Structure

  25. Evaluating passing decision-making in professional football: An enhanced MPNN approach to Receiver Selection

    May 25, 2026Gabriel Masella, Giuseppe Alessio D'Inverno, Max Goldsmith +1FootballMessage Passing Neural Networks

  26. S^3GNN: Efficient Global Mixing and Local Message Passing for Long-Range Graph Learning

    May 22, 2026Dai Shi, Luke Thompson, Linhan Luo +4Message Passing Neural NetworksLong-Range Temporal Dependencies

  27. Generative Representation Learning on Hyper-relational Knowledge Graphs via Masked Discrete Diffusion

    May 22, 2026Jaejun Lee, Seheon Kim, Joyce Jiyoung WhangHypergraphsKnowledge Graphs

  28. Patch Hierarchical Attention Transformer for Efficient Particle Jet Tagging

    May 20, 2026Aaron Wang, Zihan Zhao, Alan Xia +5TaggingTransformer Attention

  29. Learning over Positive and Negative Edges with Contrastive Message Passing

    May 18, 2026Peter Pao-Huang, Charilaos I. Kanatsoulis, Michael Bereket +1Message Passing Neural NetworksNegatives

  30. MLGIB: Multi-Label Graph Information Bottleneck for Expressive and Robust Message Passing

    May 13, 2026Chaokai Wu, Haofu Shi, Ningxuan Ma +2Message Passing Neural NetworksMulti-Label Classification

  31. STAGE: Tackling Semantic Drift in Multimodal Federated Graph Learning

    May 12, 2026Zekai Chen, Xun Wu, Xunkai Li +3Federated Graph LearningGraph Learning

  32. The Polynomial Counting Capabilities of Message Passing Neural Networks

    May 11, 2026Marco Sälzer, Pascal Bergsträßer, Anthony W. LinMessage Passing Neural NetworksLogic

  33. Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations

    May 10, 2026Jiyeon Kim, Youngjoon Hong, Won-Yong ShinReal-World Image Super-ResolutionPopular Deformable Convolutions

  34. Geometry-Aware Simplicial Message Passing

    May 7, 2026Elena Xinyi Wang, Bastian RieckPolytopesRepresentational Geometry

  35. Decoupled Descent: Exact Test Error Tracking Via Approximate Message Passing

    Apr 30, 2026Max LovigStochastic Gradient DescentEmpirical Risk Minimization

  36. L1 Regularization Paths in Linear Models by Parametric Gaussian Message Passing

    Apr 18, 2026Yun-Peng Li, Hans-Andrea LoeligerLassoRegularization Methods

  37. Lost in Aggregation: On a Fundamental Expressivity Limit of Message-Passing Graph Neural Networks

    Mar 16, 2026Eran RosenbluthMessage Passing Neural NetworksGraph Neural Networks

  38. Local Message-Passing for Discrete Graph Generation

    Mar 9, 2026Jay Revolinsky, Harry Shomer, Jiliang TangGnn-Based DetectorsMessage Passing Neural Networks

  39. Enhancing Graph Representations with Neighborhood-Contextualized Message-Passing

    Nov 14, 2025Brian Godwin Lim, Galvin Brice Lim, Renzo Roel Tan +2Graph Neural NetworksMessage Passing Neural Networks

  40. MEGA: Message Passing Neural Networks for Multigraphs with EdGe Attributes

    Nov 29, 2024H. Çağrı Bilgi, Kubilay AtasuMessage Passing Neural NetworksGnn-Based Detectors

  41. Graph Unitary Message Passing

    Mar 17, 2024Haiquan Qiu, Quanming YaoMessage Passing Neural NetworksGraph Neural Networks