Document Layout papers, 2023–2026

Key findings

• Document Layout went from 6 papers in 2023 to 8 in 2026, roughly 1.3x in three years.
• CVPR publishes the most Document Layout work: 12 papers from 2023 to 2026, 43% of the four-venue total.
• Among the 5 topics under Document and Layout, it ranks #2 by 2026 paper count; the fastest grower in the group, PDF Understanding, is up 6.5x versus 1.3x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026MPDocBench-Parse: Benchmarking Practical Multi-page Document Parsing
• CVPR 2026DREAM Document Recognition with Explicit Adaptive Memory
• NeurIPS 2025Document Summarization with Conformal Importance Guarantees
• ICML 2025DeepLayout: Learning Neural Representations of Circuit Placement Layout
• ICLR 2025Enhancing Document Understanding with Group Position Embedding: A Novel Approach to Incorporate Layout Information
• CVPR 2025A Simple yet Effective Layout Token in Large Language Models for Document Understanding
• NeurIPS 2024Newswire: A Large-Scale Structured Database of a Century of Historical News
• ICML 2024Extracting Training Data From Document-Based VQA Models
• ICLR 2024LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models
• CVPR 2024No More Ambiguity in 360deg Room Layout via Bi-Layout Estimation
• NeurIPS 2023WordScape: a Pipeline to extract multilingual, visually rich Documents with Layout Annotations from Web Crawl Data
• ICML 2023PLay: Parametrically Conditioned Layout Generation using Latent Diffusion
• ICLR 2023StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
• CVPR 2023Disentangling Orthogonal Planes for Indoor Panoramic Room Layout Estimation With Cross-Scale Distortion Awareness
• NeurIPS 2026WordEval: Evaluating Word-Native Operation Fidelity in Document Editing
• CVPR 2026LLM-Guided Probabilistic Fusion for Label-Efficient Document Layout Analysis
• ICLR 2025Graph-based Document Structure Analysis
• CVPR 2025Relation-Rich Visual Document Generator for Visual Information Extraction
• NeurIPS 2024VQ-Map: Bird's-Eye-View Map Layout Estimation in Tokenized Discrete Space via Vector Quantization
• CVPR 2024RoDLA: Benchmarking the Robustness of Document Layout Analysis Models

All Document Layout papers

28 papers, page 1 of 1

1. CVPR 2026DREAM Document Recognition with Explicit Adaptive Memory
2. CVPR 2026LLM-Guided Probabilistic Fusion for Label-Efficient Document Layout Analysis
3. CVPR 2026OmniDocLayout Towards Diverse Document Layout Generation via Coarse-to-Fine LLM Learning
4. NeurIPS 2026From Document Layout to Causal Topology: An End-to-End Architecture for Temporal Causal Reasoning
5. NeurIPS 2026MPDocBench-Parse: Benchmarking Practical Multi-page Document Parsing
6. NeurIPS 2026The SEC Filings Dataset: Reconstructing U.S. Corporate and Financial Disclosures into Layout-Faithful and Token-Efficient Pretraining Data
7. NeurIPS 2026TopoGraphRAG-Bench: Evaluating Multimodal GraphRAG on Layout-Grounded Evidence Reasoning
8. NeurIPS 2026WordEval: Evaluating Word-Native Operation Fidelity in Document Editing
9. CVPR 2025A Simple yet Effective Layout Token in Large Language Models for Document Understanding
10. CVPR 2025Relation-Rich Visual Document Generator for Visual Information Extraction
11. ICLR 2025Enhancing Document Understanding with Group Position Embedding: A Novel Approach to Incorporate Layout Information
12. ICLR 2025Graph-based Document Structure Analysis
13. ICML 2025DeepLayout: Learning Neural Representations of Circuit Placement Layout
14. NeurIPS 2025Document Summarization with Conformal Importance Guarantees
15. CVPR 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks
16. CVPR 2024LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding
17. CVPR 2024No More Ambiguity in 360deg Room Layout via Bi-Layout Estimation
18. CVPR 2024RoDLA: Benchmarking the Robustness of Document Layout Analysis Models
19. ICLR 2024LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models
20. ICML 2024Extracting Training Data From Document-Based VQA Models
21. NeurIPS 2024Newswire: A Large-Scale Structured Database of a Century of Historical News
22. NeurIPS 2024VQ-Map: Bird's-Eye-View Map Layout Estimation in Tokenized Discrete Space via Vector Quantization
23. CVPR 2023Disentangling Orthogonal Planes for Indoor Panoramic Room Layout Estimation With Cross-Scale Distortion Awareness
24. CVPR 2023M6Doc: A Large-Scale Multi-Format, Multi-Type, Multi-Layout, Multi-Language, Multi-Annotation Category Dataset for Modern Document Layout Analysis
25. CVPR 2023Unifying Vision, Text, and Layout for Universal Document Processing
26. ICLR 2023StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
27. ICML 2023PLay: Parametrically Conditioned Layout Generation using Latent Diffusion
28. NeurIPS 2023WordScape: a Pipeline to extract multilingual, visually rich Documents with Layout Annotations from Web Crawl Data

FAQ

How many Document Layout papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

28 in total: 6 in 2023, 8 in 2024, 6 in 2025, 8 in 2026.

How many Document Layout papers are at NeurIPS 2026?

NeurIPS 2026 has 5 Document Layout papers, versus 1 the year before.

How many Document Layout papers are at ICLR 2025?

ICLR 2025 has 2 Document Layout papers, versus 1 the year before.

How many Document Layout papers are at ICML 2025?

ICML 2025 has 1 Document Layout papers, versus 1 the year before.

How many Document Layout papers are at CVPR 2026?

CVPR 2026 has 3 Document Layout papers, versus 2 the year before.

Which conference publishes the most Document Layout papers?

CVPR, with 12 papers from 2023 to 2026.