Data Visualization

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6 papers in the last four weeks, up 20% on the four weeks before. 0.1% of all new papers.

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  1. Healthy skepticism in AI: a data visualization research agenda

    Oct 7, 2026G. Elisabeta Marai, Marc Baaden, Michael Behrisch +2Trust in AIData Visualization

    University of Illinois Chicago, Chicago, IL, 60607, U.S.A. · CNRS (French National Centre for Scientific Research), Paris, 75794, France · Utrecht University, Utrecht, 3584CC, The Netherlands +2

  2. Where LLMs Fail with Visualization DSLs

    Oct 1, 2026Chang Han, Andrew McNutt, Katherine IsaacsData VisualizationLLM Evaluation

    University of Utah

  3. Designing for Interpretation Uncertainty: Architecture and Principles for Topological Learning Analytics Dashboards

    Oct 1, 2026Hitoshi Inoue, Koichi YasutakeScientific VisualizationData Visualization

    Nakamura Gakuen University 5-7-1 Befu, Jonan-ku, Fukuoka City, 814-0198 JAPAN · Hiroshima University 1-1-1 Kagamiyama, Higashi-Hiroshima City, 734-8524 JAPAN

  4. InfoAgent: Traceable Generation and Repair of Evidence-Grounded Infographics

    Sep 30, 2026Yifan Li, Tong Li, Qi Zeng +6Data VisualizationData Provenance

    University of Science and Technology of China · Meituan · Peking University, Peking University

  5. Faithful Chart Generation for Multimodal Deep Research: Frame-Evidence Co-Adaptation

    Sep 30, 2026Yuxin Yue, Yingchen Zhang, Ruqing Zhang +3Multimodal RAGData Visualization

    State Key Laboratory of AI Safety Institute of Computing Technology, Chinese Academy of Sciences University of Chinese Academy of Sciences Beijing, China · University of Amsterdam Amsterdam, The Netherlands

  6. DataMagic: Authoring Data Videos through Declarative Multi-Agent Orchestration

    Sep 27, 2026Yupeng Xie, Zhenyang Wang, Liangwei Wang +3Data Visualization

    The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

  7. VisInteract: Towards Dynamic Interactive Text-to-Visualization under Imperfect Queries

    Sep 14, 2026Wenxin Xu, Jinwei Lu, Hwanhee Kim +4Data VisualizationMonte Carlo Tree Search

    The Hong Kong Polytechnic University · ByteDance

  8. TSExplorer: An interactive data annotation and exploration tool for time-series data

    Aug 31, 2026Einari Vaaras, Manu Airaksinen, Okko RäsänenData VisualizationVisual Analytics

    Signal Processing Research Centre, Tampere University, Finland · BABA Center, Department of Physiology, University of Helsinki, Finland

  9. Chartography: A Benchmark for Professional Chart Understanding

    Aug 11, 2026Suhaas Garre, Chris Mutty, Sushant Mehta +1Data VisualizationChart QA

    Surge AI*

  10. DashArena: Benchmarking LLMs on Interactive Analytic Dashboard Generation

    Aug 11, 2026Xiaotong Wang, Dazhen DengData VisualizationLLM-as-a-Judge

    State Key Lab of CAD&CG, Zhejiang University, China · School of Software Technology, Zhejiang University, China

  11. VisEditBench: Can Vision-Language Models Edit Visualization Code from Multimodal Feedback?

    Aug 11, 2026Mizanur Rahman, Arshia Azimlu, Shadikur Rahman +4VLM EvaluationData Visualization

    ‡York University · $Nanyang Technological University · ¶Salesforce AI Research

  12. More Accurate, Less Human: Gestalt Grouping in Vision Models

    Aug 10, 2026Sudhanva Manjunath Athreya, Sai Phani Kumar MalladiVLM EvaluationData Visualization

    Siemens AG · University of Utah Siemens AG

  13. Bar-JEPA: Extracting Values from Bar Chart with Joint-Embedding Predictive Architecture

    Aug 6, 2026Poonam Poonam, Alexander Epple, Timo RopinskiData VisualizationChart Data Extraction

    Institute of Media Informatics, Visual Computing Group, Ulm University, Germany

  14. PaCoNet: Deep Data Extraction for Parallel Coordinates

    Aug 6, 2026Poonam Poonam, Hannah Kniesel, Pere-Pau Vázquez +1Data VisualizationChart Data Extraction

    Ulm University, Germany · Universitat Politècnica de Catalunya, Barcelona, Spain

  15. Monte Carlo Tree Search for Table-to-Multimodal Report Generation

    Aug 4, 2026Teng Lin, Zhiyang Zhang, Yuyu Luo +1Data VisualizationMultimodal Generation

    The Hong Kong University of Science and Technology (Guangzhou)

  16. ChartAnno: Benchmarking Multimodal Large Language Models for Chart Annotation Generation

    Aug 4, 2026Zhenghan Chen, Zekai Shao, Lidan Tan +10Data VisualizationMultimodal Large Language Models

    Fudan University · Sun Yat-sen University · The Hong Kong University of Science and Technology (Guangzhou) +1

  17. CURV: Enhancing Chart Understanding Through Curriculum Visual Grounded Reasoning

    Aug 3, 2026Xuehang Guo, Pingyue Zhang, Ruiyi Zhang +6Data VisualizationChart QA

    1William & Mary · 2Northwestern University · 3Adobe +1

  18. LongChart VQA: A Comprehensive Benchmark for MLLMs with Complex Multi-Chart Reasoning

    Aug 2, 2026Ziyan Xiao, Yinghao Zhu, Wenting Zhang +2Data VisualizationVisual Reasoning

    The University of Hong Kong

  19. Measuring Distortion in the Empty Regions of Dimensionality Reduction Scatterplots with the Gap Index

    Jul 30, 2026Jaume Ros, Alessio Arleo, Fernando PaulovichData VisualizationVisual Analytics

    Eindhoven University of Technology

  20. FloDR: An invertible dimensionality reduction method based on a normalising flow

    Jul 28, 2026Abdallah Baraka, Daniel ProbstData VisualizationVisual Analytics

    Bioinformatics Group Wageningen University & Research Wageningen 6708PB, The Netherlands

  21. AnnoBench: A Benchmark for Visualization Annotation Generation

    Jul 28, 2026Md Rahat-uz-Zaman, Md Dilshadur Rahman, Andrew McNutt +1Data VisualizationAutomated Evaluation

    University of Utah

  22. Chart-Supported or Model-Supplied? Examining MLLM-Generated Claims for Accessible Visualization

    Jul 27, 2026Ishrat Jahan Eliza, Md Dilshadur RahmanData VisualizationLLM Grounding

    University of Utah

  23. LatentFlow: Visual Analytics for Latent Space Analysis in Molecular Graph Neural Networks

    Jul 24, 2026Shiyi Liu, Jiaqing Chen, Nicholas Hadler +6Data VisualizationGraph Neural Networks

    Arizona State University · University of California, Berkeley · ICSI, LBNL, and University of California, Berkeley +2

  24. MV-Bench: Benchmarking Multimodal Large Language Models for Coordinated Multi-View Interface Construction

    Jul 22, 2026Yue Zhao, Hongxu Liu, Feiyu Wang +5Data VisualizationCode Generation

    Shandong Second Medical University · Shandong University · Bairong Inc. +2

  25. Do Maps Still Matter for Machines: Revisiting the Role of Choropleth Maps in Foundation Model Spatial Understanding

    Jul 20, 2026Zhiwei Wei, Yonghe Sun, Zhenjia Liu +5Data VisualizationSpatial Reasoning Benchmarks

    aSchool of Geographic Sciences, Hunan Normal University, Changsha, China · bHunan Key Laboratory of Geospatial Big Data Mining and Application, Changsha, China · cSchool of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China +3

  26. Attention-Guided Saliency Maps for Interpreting Visualization Literacy in VLMs

    Jul 17, 2026Maeve Hutchinson, Abderrahmane Wassim Mehdaoui, Pranava MadhyasthaData VisualizationVisual Attention

    City St George’s · City St George’s, University of London · The Alan Turing Institute

  27. ArtChart: Faithful Artistic Chart Generation with Integrated Text Rendering

    Jul 17, 2026Meijia Huang, Yingjie Yin, Shihao Wang +1Data VisualizationT2I Generation

    Ant Group

  28. Benchmarking Multimodal Large Language Models for Scientific Visualization Literacy

    Jul 16, 2026Patrick Phuoc Do, Chau M. Ta, Chaoli WangScientific VisualizationData Visualization

    University of Notre Dame

  29. cGAP: Generalized Association Plots with HOMALS-Guided Heatmaps for Visualization of High-Dimensional Categorical Data

    Jul 16, 2026Chun-houh Chen, Shun-Chuan Chang, Chiun-How Kao +5Data VisualizationVisual Analytics

    Institute of Statistical Science, Academia Sinica, Taipei, Taiwan · Department of Statistics, National Taipei University, New Taipei City, Taiwan · Holistic Education Center, Mackay Medical University, New Taipei City, Taiwan +4

  30. ChartSync: A Benchmark for Visuo-Logical Cascading Chart Editing

    Jul 11, 2026Jiakang Yu, Yixuan Chai, Tianci Wang +7Data VisualizationImage Editing Evaluation

    1Jianghan University · †Work done during an internship at HiThink Research. · 2HiThink Research +3

  31. ImputeViz: A Visual Analytics Dashboard for Diagnosing Missing Data and Comparing Imputation Methods

    Jul 9, 2026Aitik Dandapat, Lalith Punepalle Raveendrareddy, Mithilesh Kumar Singh +1Scientific VisualizationData Visualization

    Stony Brook University

  32. VEIL: How Visual Encoding Hijacking Induces Bias In Vision Models

    Jul 6, 2026Suranjana Sooraj, Xuyang Chen, Madhumitha Venkatesan +1Scientific VisualizationData Visualization

    University of California, Davis

  33. Dashboard2Code: Evaluating Multimodal Models on Reconstructing Interactive Dashboards

    Jul 6, 2026Tianhao Niu, Ziyu Han, Qiguang Chen +5Data VisualizationCode Generation Evaluation

    Research Center for Social Computing and Interactive Robotics Harbin Institute of Technology, China

  34. What You See Is What You Get: Observation-Aligned Supervision for Chart-to-Code Generation

    Jul 6, 2026Tianhao Niu, Qingfu Zhu, Wanxiang CheData VisualizationCode Generation

    Research Center for Social Computing and Interactive Robotics Harbin Institute of Technology, China

  35. From Interaction to Intent: Inferring User Objectives from Provenance Logs

    Jul 5, 2026Steffen Holter, Tobias Stähle, Arpit Narechania +1Data VisualizationIntent Classification

    ETH Zurich · Zurich, Switzerland · The Hong Kong University of Science and Technology +1

  36. Understanding How Humans Inject Knowledge into Machine Learning Workflows through Visual Analytics

    Jul 1, 2026Yiwen Xing, Philip Beaucamp, Joyraj Chakraborty +6Data VisualizationHuman-in-the-Loop AI

    University of Oxford, UK · Istanbul Technical University, Turkey · Science and Technology Facilities Council, UK +2

  37. Visualizing High-Dimensional Graph Embeddings via Informed Multi-View Projections

    Jun 30, 2026Ya Ji, Xuefeng Li, Timo Brand +4Scientific VisualizationData Visualization

    Khoury College of Computer Sciences, Northeastern University, Seattle · School of Computation, Information and Technology, Technical University of Munich, Heilbronn, Germany

  38. Information Terra: A Narrative-Anchored Semantic-First Projection of Document Embeddings

    Jun 29, 2026Brian Keith-Norambuena, Fausto German, Chris NorthData VisualizationSemantic Mapping

    Universidad Cat´olica del Norte, Chile · Virginia Tech

  39. A Multi-Attribute Latent Space for Visual Analysis of Watches

    Jun 26, 2026Kai Lawonn, Tobias Günther, Monique MeuschkeData VisualizationManifold Learning

    Leipzig University and ScaDS.AI Dresden/Leipzig · Friedrich-Alexander-Universität Erlangen-Nürnberg · Otto von Guericke University of Magdeburg

  40. HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization

    Jun 25, 2026Kuangshi Ai, Patrick Phuoc Do, Chaoli WangScientific VisualizationData Visualization

    Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN 46556, USA

  41. EvidenceLens: A Claim-Evidence Matrix for Auditing Financial Question Answering

    Jun 19, 2026Fengchen Gu, Xiaotian Ren, Zhengyong Jiang +6Data VisualizationLLM Answer Verification

    School of AI and Advanced Computing, XJTLU Entrepreneur College (Taicang), Xi’an Jiaotong-Liverpool University, Suzhou, Jiangsu, China · ETSI de Telecomunicaci´on, Universidad Polit´ecnica de Madrid, Madrid, Spain

  42. DataMagic: Transforming Tabular Data into Data Insight Video

    Jun 18, 2026Yupeng Xie, Chen Ma, Zhenyang Wang +6Video-Reference Video GenerationData Visualization

    HKUST (GZ) · China Unicom

  43. SciVisAgentSkills: Design and Evaluation of Agent Skills for Scientific Data Analysis and Visualization

    Jun 4, 2026Kuangshi Ai, Haichao Miao, Kaiyuan Tang +2Scientific VisualizationData Visualization

    Univ. Notre Dame · LLNL

  44. Disentangling Visual and Factual Correctness in LVLMs' Visualization Literacy

    Jun 2, 2026Soohyun Lee, Jaeyoung Kim, Seokhyeon Park +5VLM EvaluationData Visualization

    Seoul National University · MADI Co., Ltd. · Hankuk University of Foreign Studies +1

  45. ChartArena: Benchmarking Chart Parsing across Languages, Scenarios, and Formats

    May 31, 2026Shangpin Peng, Gengluo Li, Xingyu Wan +10VLM EvaluationData Visualization

    1Large Language Model Department, Tencent · 3Shenzhen Loop Area Institute · 5Hong Kong University of Science and Technology +2

  46. HakushoBench: A Japanese Chart and Table VQA Benchmark from Governmental White Papers

    May 31, 2026Issa Sugiura, Shuhei Kurita, Yusuke Oda +1VLM EvaluationData Visualization

    Institute of Science Tokyo · NII LLMC · NII

  47. Agentic Authoring of Interactive Multiview Visualizations in Genomics

    May 29, 2026Astrid van den Brandt, Kiroong Choe, Sehi L'Yi +2Scientific VisualizationData Visualization

    Harvard Medical School · Boston College

  48. IRIS: time-structured manifold projections

    May 29, 2026Brian Ondov, Chia-Hsuan Chang, Weipeng Zhou +6Data VisualizationManifold Learning

    Department of Biomedical Informatics and Data Science, Yale School of Medicine, 333 Cedar St, New Haven, 06510, CT, USA. · School of Information, University of Michigan, 500 S. State St, Ann Arbor, 48109, MI, USA.

  49. ScaleMAP: Preserving Local Density and Neighborhood Structure in Low-Dimensional Embeddings

    May 28, 2026Rajas Poorna, Marcus T. CiceroneData VisualizationManifold Learning

    Georgia Institute of Technology · School of Chemical and Biomolecular Engineering Georgia Institute of Technology · School of Chemistry and Biochemistry Georgia Institute of Technology

  50. SmartIterator: Visual Analytics Workflows for Supervising Unsupervised Data Grouping

    May 27, 2026Gennady Andrienko, Natalia AndrienkoScientific VisualizationData Visualization

    Fraunhofer Institute IAIS, Sankt Augustin, Germany, the Lamarr Institute for Machine Learning and Artificial Intelligence, Sankt Augustin, Germany, and City St George’s, University of London, UK.

  51. Chartographer: Counterfactual Chart Generation for Evaluating Vision-Language Models

    May 26, 2026Yifan Jiang, Dae Yon Hwang, Jesse C. Cresswell +1VLM EvaluationData Visualization

    University of Waterloo · Vector Institute · Layer 6 AI

  52. Self-Ensembling Vision-Language Models for Chart Data Extraction

    May 26, 2026Thomas Berkane, Qianyi Wang, Maimuna S. MajumderData VisualizationEnsemble Learning

    Computational Health Informatics Program, Boston Children’s Hospital & Harvard Medical School

  53. ChartAct: A Benchmark for Dynamic Chart Understanding

    May 26, 2026Muye Huang, Lin Wu, Lingling Zhang +5Data VisualizationChart QA

    School of Computer Science and Technology, Xi’an Jiaotong University · 2MOE KLNN Lab, Xi’an Jiaotong University

  54. From Data to Insights: Exploring Program-of-Thoughts Prompting for Chart Summarization

    May 25, 2026Yutong Qu, Wei ZhangData VisualizationVLM Reasoning

    Adelaide University · Adelaide, SA, Australia

  55. TopoAlign: Topology-Aware Visual Representation Alignment

    May 25, 2026Xinyuan Yan, Rita Sevastjanova, Mennatallah El-Assady +1Data VisualizationVisual Analytics

    University of Utah · ETH Zürich

  56. ChartFI: Benchmarking Faithfulness and Insightfulness of Chart Descriptions from Multimodal Large Language Models

    May 22, 2026Fen Wang, Zekai Shao, Qiman Kang +5Data VisualizationMultimodal Large Language Models

    School of Data Science, Fudan University · Zhengzhou Zhongke Institute of Integrated Circuit and System Application · School of Computer Science, Fudan University

  57. When One Point Is Not Enough: Addressing Ambiguous Instances in Dimensionality Reduction by Splitting

    May 22, 2026Diede P. M. van der Hoorn, Alessio Arleo, Fernando V. PaulovichData VisualizationDimensionality Reduction

    Eindhoven University of Technology

  58. Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks

    May 20, 2026Haichao Miao, Zhimin Li, Kuangshi Ai +4Scientific VisualizationData Visualization

    Lawrence Livermore National Laboratory · Vanderbilt University · University of Notre Dame

  59. Beyond Explained Variance: A Cautionary Tale of PCA

    May 13, 2026Gionni MarchettiData VisualizationPrincipal Component Analysis

    Barcelona, Spain

  60. Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding

    May 11, 2026Jianzhu Bao, Haozhen Zhang, Kuicai Dong +5Data VisualizationVLM Adaptation

    1Nanyang Technological University · 2Aumovio Singapore Pte. Ltd.