% Key papers for Layout-aware document understanding (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2017_learning_12425, title = {{Learning to Extract Semantic Structure From Documents Using Multimodal Fully Convolutional Neural Networks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{aaai2023_resdsql_4464, title = {{RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQL}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26535}, } @inproceedings{aaai2022_bros_1768, title = {{BROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/10767-bros-a-pre-trained-language-model-focusing-on-text-and-layout-for-better-key-information-extraction-from-documents/}, } @inproceedings{cvpr2021_selfdoc_17864, title = {{SelfDoc: Self-Supervised Document Representation Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2023_unifying_22471, title = {{Unifying Vision, Text, and Layout for Universal Document Processing}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21552}, } @inproceedings{cvpr2022_xylayoutlm_20234, title = {{XYLayoutLM: Towards Layout-Aware Multimodal Networks for Visually-Rich Document Understanding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{aaai2021_towards_1538, title = {{Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/02738-towards-robust-visual-information-extraction-in-real-world-new-dataset-and-novel-solution/}, } @inproceedings{iclr2021_grappa_30589, title = {{GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/3307}, } @inproceedings{cvpr2023_geolayoutlm_21081, title = {{GeoLayoutLM: Geometric Pre-Training for Visual Information Extraction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21455}, } @inproceedings{aaai2024_docformerv2_5733, title = {{DocFormerv2: Local Features for Document Understanding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27828}, } @inproceedings{cvpr2023_improving_21239, title = {{Improving Table Structure Recognition With Visual-Alignment Sequential Coordinate Modeling}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22416}, } @inproceedings{neurips2023_obelics_68178, title = {{OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73589}, } @inproceedings{icml2023_pix2struct_42568, title = {{Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/23459}, } @inproceedings{cvpr2024_omniparser_24334, title = {{OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31620}, } @inproceedings{neurips2021_unidoc_62333, title = {{UniDoc: Unified Pretraining Framework for Document Understanding}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28496}, } @inproceedings{aaai2022_unims_2907, title = {{UniMS: A Unified Framework for Multimodal Summarization with Knowledge Distillation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/11757-unims-a-unified-framework-for-multimodal-summarization-with-knowledge-distillation/}, } @inproceedings{aaai2021_actionbert_77, title = {{ActionBert: Leveraging User Actions for Semantic Understanding of User Interfaces}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/05931-actionbert-leveraging-user-actions-for-semantic-understanding-of-user-interfaces/}, } @inproceedings{aaai2022_doc2ppt_1917, title = {{DOC2PPT: Automatic Presentation Slides Generation from Scientific Documents}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/00634-doc2ppt-automatic-presentation-slides-generation-from-scientific-documents/}, } @inproceedings{aaai2020_document_102967, title = {{Document Summarization with VHTM: Variational Hierarchical Topic-Aware Mechanism}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6277}, } @inproceedings{cvpr2024_enhancing_23377, title = {{Enhancing Visual Document Understanding with Contrastive Learning in Large Visual-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29620}, } @inproceedings{iclr2024_nougat_34889, title = {{Nougat: Neural Optical Understanding for Academic Documents}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18185}, } @inproceedings{aaai2024_m2doc_6557, title = {{M2Doc: A Multi-Modal Fusion Approach for Document Layout Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28552}, } @inproceedings{cvpr2024_the_25006, title = {{The Manga Whisperer: Automatically Generating Transcriptions for Comics}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31457}, } @inproceedings{aaai2024_improving_6295, title = {{Improving Faithfulness in Abstractive Text Summarization with EDUs Using BART (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30433}, } @inproceedings{aaai2024_relational_7102, title = {{Relational Programming with Foundational Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28934}, } @inproceedings{cvpr2025_markushgrapher_26923, title = {{MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33619}, } @inproceedings{aaai2024_docmsu_5734, title = {{DocMSU: A Comprehensive Benchmark for Document-Level Multimodal Sarcasm Understanding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29748}, } @inproceedings{aaai2025_ldp_9667, title = {{LDP: Generalizing to Multilingual Visual Information Extraction by Language Decoupled Pretraining}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32730}, } @inproceedings{aaai2025_patentlmm_10277, title = {{PatentLMM: Large Multimodal Model for Generating Descriptions for Patent Figures}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34257}, } @inproceedings{aaai2025_screenmark_10697, title = {{ScreenMark: Watermarking Arbitrary Visual Content on Screen}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34825}, } @inproceedings{cvpr2025_relation_27424, title = {{Relation-Rich Visual Document Generator for Visual Information Extraction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34517}, } @inproceedings{aaai2025_m_9889, title = {{M^3EL: A Multi-task Multi-topic Dataset for Multi-modal Entity Linking}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33386}, } @inproceedings{cvpr2025_vinabench_28112, title = {{VinaBench: Benchmark for Faithful and Consistent Visual Narratives}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33363}, } @inproceedings{neurips2025_text_77277, title = {{Text-to-Code Generation for Modular Building Layouts in Building Information Modeling}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=SAEBMGJegn}, } @inproceedings{cvpr2026_markushgrapher_95930, title = {{MarkushGrapher-2: End-to-end Multimodal Recognition of Chemical Structures}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Strohmeyer_MarkushGrapher-2_End-to-end_Multimodal_Recognition_of_Chemical_Structures_CVPR_2026_paper.html}, } @inproceedings{cvpr2026_tdatr_98860, title = {{TDATR: Improving End-to-End Table Recognition via Table Detail-Aware Learning and Cell-Level Visual Alignment}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Qin_TDATR_Improving_End-to-End_Table_Recognition_via_Table_Detail-Aware_Learning_and_CVPR_2026_paper.html}, } @inproceedings{aaai2025_collagenoter_8457, title = {{CollageNoter: Real-Time and Adaptive Collage Layout Design for Screenshot-Based E-Note-Taking}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33588}, }