Multiplex Graph Transformers

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2 papers in the last four weeks, down 33% on the four weeks before. 0.0% of all new papers.

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  1. Varda-single-1.0: deterministic data-driven weather forecasting at 1 km resolution over Switzerland's complex topography

    Oct 1, 2026Alberto Pennino, Francesco Zanetta, Michele Cattaneo +28Era5 Reanalysis DataArtificial Intelligence Weather Models

    Federal Office of Meteorology and Climatology MeteoSwiss · Swiss Data Science Center (SDSC), ETH Zürich · Center for Climate Systems Modeling (C2SM), ETH Zürich +4

  2. Reinforcement Learning-Guided Graph Transformations for SpTRSV Optimization

    Sep 30, 2026Buse YılmazMultiplex Graph TransformersGraph Edge Sparsification

    Department of Computer Engineering, MEF University, Huzur, Maslak Ayazağ̆a Cd., İstanbul, Turkey.

  3. Stable Transformers for Graph Generation

    Sep 30, 2026Luca Miglior, Alessio Gravina, Davide BacciuMultiplex Graph TransformersGenerative Models

    Department of Computer Science, University of Pisa, Italy

  4. MegaGraph: Towards Efficient Training of Large-Scale Graph Transformers with Automated Hybrid Parallelism

    Sep 28, 2026Tong Qiao, Ao Zhou, Yingjie Qi +2Multiplex Graph TransformersCpu-Gpu Hybrid Designs

    School of Computer Science and Engineering, Beihang University, China · School of Software, Beihang University, China · State Key Laboratory of Complex and Critical Software Environment, Beihang University, China +1

  5. WorldGraph: Graph-Native World Modeling

    Sep 28, 2026Zezhong Ding, Yipeng Li, Xike XieMultiplex Graph TransformersWorld Models

    School of Artificial Intelligence and Data Science, University of Science and Technology of China (USTC) · Data Darkness Lab, Suzhou Institute for Advanced Research, USTC · School of Biomedical Engineering, USTC

  6. QUARTET: Quad-branch cross-Attention and Random-walk Traces for Enhancing Transformers on Relational Graphs

    Sep 22, 2026Kyaw Hpone Myint, Nan Jiang, Xiang Li +4Multiplex Graph TransformersRelational Deep Learning

    Capital One

  7. GSF-χ\text{GSF-}\chi: Global Stereochemical Fields for Chiral Graph Transformers

    Sep 14, 2026Jiaqing Xie, Yuxin Wang, Xipeng QiuSymmetryMultiplex Graph Transformers

    Shanghai Innovation Institute · Fudan University

  8. Accounting Graph Transformer for Short-History Multi-KPI Forecasting in Small Businesses

    Aug 7, 2026Shrutendra Harsola, Vignesh SubrahmaniamMultiplex Graph TransformersData-Driven Forecasting

    Foresight-AI, Intuit Bangalore, India

  9. Graph Machine: Exploring Edge Mechanisms as an Inductive Bias

    Aug 7, 2026Lintai HouMultiplex Graph TransformersGraph Representations

    Iter Labs

  10. MiGHT-EHR: A Multi-task Graph Transformer for Heterogeneous Temporal Electronic Health Records

    Aug 5, 2026Anirudh Rayas, Yuan Wang, Pavan TuragaElectronic Health RecordsPatient Trajectories

    Arizona State University, Tempe, AZ, USA · University of South Carolina, Columbia, SC, USA

  11. Enhancing Transformer-based Routing by Encoding Distance via Relative Positional Encoding

    Jul 21, 2026Leyre Encío, Daniel Fuertes, Carlos R. del-Blanco +1Multiplex Graph TransformersPositional Encoding

    Grupo de Tratamiento de Imágenes, Information Processing and Telecomunications Center, ETSI Telecomunicación, Universidad Politécnica de Madrid, 28040, Madrid, Spain

  12. Topological Signatures of Context-Level Reliability in TabPFN

    Jul 20, 2026James Hu, Mahdi GhelichiPersistent HomologyTabular Prior-Data Fitted Network

    Model Development Innovation, Risk Management TD Bank, Toronto, Canada

  13. MxGPS: Multiplex Graph Transformers for a Power Grid Foundation Model

    Jul 15, 2026Charilaos Papaioannou, Ioannis Tsantilas, Dimitris Giannakakos +9Optimal Power FlowMultiplex Graph Transformers

  14. Higher-Order Cell Tracking Transformer

    Jul 13, 2026Jordão Bragantini, Ilan Theodoro, Loïc A. RoyerCellsSpatio-Temporal Transformers

    Biohub San Francisco, CA

  15. The RG-Flow Transformer: Encoding Scale-Free Dynamics in Scarce EEG

    Jul 11, 2026Dibakar SigdelElectroencephalographySleep

    Mindverse Computing LLC, Lynnwood, WA 98087 · 1Mindverse Computing LLC, Lynnwood, WA 98087

  16. On Preserving Geometrical Invariance for Superpixel Image Classification using Graph Transformer

    Jul 5, 2026Sarabeshwar Balaji, Shubham Mohanty, Akash AnilCnn-Transformer TradeoffImage Classification

    Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India

  17. Communicability-Inspired Positional Encoding (CIPE)

    Jun 24, 2026Yipeng Zhang, Zhongtian Sun, Pietro Liò +1Multiplex Graph TransformersPositional Encoding

    Division of Mathematical Sciences, School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371, Singapore · School of Computing, University of Kent, Canterbury, Kent CT2 7NZ, UK · Department of Computer Science and Technology, University of Cambridge, 15 JJ Thomson Avenue, Cambridge CB3 0FD, UK

  18. Universal Encoders for Modular Relational Deep Learning

    Jun 19, 2026Jakub Peleška, Gustav ŠírRelational Deep LearningMultiplex Graph Transformers

    Czech Technical University in Prague, Karlovo náměstí 13, Prague, 121 35, Czechia

  19. Graph Set Transformer

    Jun 3, 2026Jose E. Escrig Molina, Baoquan Chen, Daniel ProbstMultiplex Graph TransformersTransformer Architectures

    Bioinformatics Group Wageningen University Droevendaalsesteeg 6708 PB Wageningen The Netherlands · Department of Physics Technical University of Munich 85748 Garching Germany

  20. RelGT-AC: A Relational Graph Transformer for Autocomplete Tasks in Relational Databases

    Jun 2, 2026Phillip JiangRelational Deep LearningMultiplex Graph Transformers

    Appsofa LLC

  21. Prior-Guided Multi-Omic Transformers for Single-Cell Gene Regulatory Network Inference

    May 30, 2026Tianyang Xu, Tianci Liu, Niraj Rayamajhi +4Regulatory NetworksMultiplex Graph Transformers

    Elmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, USA · Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, IN, USA · School of Biological Sciences, Illinois State University, Normal, IL, USA

  22. Spatiotemporal Multi-Task Graph Transformer for Trip-Level Transit Prediction

    May 30, 2026Oluwaleke Yusuf, Adil Rasheed, Frank LindsethAccurate Traffic ForecastingTemporal Graph Neural Networks

    Department of Engineering Cybernetics, Norwegian University of Science and Technology (NTNU), Trondheim NO-7491, Norway · Department of Computer Science, Norwegian University of Science and Technology (NTNU), Trondheim NO-7491, Norway

  23. GraphARC: A Comprehensive Benchmark for Graph-Based Abstract Reasoning

    May 29, 2026Saku Peltonen, August Bøgh Rønberg, Andreas Plesner +1Multiplex Graph TransformersGraph Representations

    ETH Zürich Zürich, Switzerland

  24. Lost in Tokenization: Fundamental Trade-offs in Graph Tokenization for Transformers

    May 21, 2026Maya Bechler-Speicher, Gilad Yehudai, Gil Harari +3Multiplex Graph TransformersTransformer Architectures

    Meta AI · John A. Paulson School of Engineering and Applied Sciences, Harvard University · Google Research +2

  25. Velocityformer: Broken-Symmetry-Matched Equivariant Graph Transformers for Cosmological Velocity Reconstruction

    May 20, 2026Tilman Tröster, David Mirkovic, Veronika Oehl +1CosmologyAstronomical Images

    Department of Physics ETH Zürich

  26. Function graph transformers universally approximate operators between function spaces

    May 18, 2026Takashi Furuya, David Mis, Ivan Dokmanić +2Probabilistic Operator LearningMultiplex Graph Transformers

    Doshisha University, RIKEN AIP · Rice University · University of Basel +2

  27. Attention Dispersion in Dynamic Graph Transformers: Diagnosis and a Transferable Fix

    May 15, 2026Jinhao Zhang, Kangfei Zhao, Qiuhao Zeng +1Multiplex Graph TransformersTransformer Attention

    Beijing Institute of Technology · University of Toronto · Hong Kong Baptist University

  28. Gaussian Relational Graph Transformer

    May 15, 2026Zezhong Ding, Jin Li, Xugang Wang +1Multiplex Graph TransformersRelational Deep Learning

    School of Artificial Intelligence and Data Science, University of Science and Technology of China (USTC) · Data Darkness Lab, Suzhou Institute for Advanced Research, USTC · School of Biomedical Engineering, USTC +1

  29. Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning

    May 11, 2026Dario VajdaMultiplex Graph TransformersGraph-Llm Integrations

    Faculty of Computer and Information Science University of Ljubljana

  30. CTQWformer: A CTQW-based Transformer for Graph Classification

    May 10, 2026Zhan Li, Wuqing Yu, Yusen Wu +1Multiplex Graph TransformersGraph Neural Networks

    school of Artificial Intelligence, Beijing Normal University, Beijing, China

  31. STLGT: A Scalable Trace-Based Linear Graph Transformer for Tail Latency Prediction in Microservices

    Apr 29, 2026Yongliang Ding, Qigong Bi, Peng PuMultiplex Graph TransformersMicroservices

    East China Normal University Shanghai, China

  32. Graph Memory Transformer (GMT)

    Apr 26, 2026Nicola Zanarini, Niccolò Ferrari, Evelina LammaMultiplex Graph TransformersTransformer Encoder

    Bonfiglioli Engineering s.r.l. · Department of Engineering, University of Ferrara, Via Saragat 1, 44122 Ferrara, Italy · NAIS s.r.l., Via Maria Callas 4, 40131 Bologna, Italy

  33. Distance-Misaligned Training in Graph Transformers and Adaptive Graph-Aware Control

    Apr 24, 2026Qinhan Hou, Jing TangMultiplex Graph TransformersTraining-Inference Mismatch

    University of Helsinki Helsinki, Finland

  34. Scalable and Adaptive Parallel Training of Graph Transformer on Large Graphs

    Apr 17, 2026Jun-Liang Lin, Kamesh Madduri, Mahmut Taylan KandemirMultiplex Graph TransformersCpu-Gpu Hybrid Designs

    The Pennsylvania State University University Park, PA, USA

  35. Context-aware Skin Cancer Epithelial Cell Classification with Scalable Graph Transformers

    Feb 17, 2026Lucas Sancéré, Noémie Moreau, Katarzyna BozekMelanomaWhole-Slide Images

    Faculty of Mathematics and Natural Sciences, University of Cologne, Cologne, North Rhine-Westphalia, Germany · Institute for Biomedical Informatics, Faculty of Medicine and University Hospital Cologne, University of Cologne, North Rhine-Westphalia, Germany · Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, North Rhine-Westphalia, Germany +1