mlsanityData to 7 Oct 2026

PaperX: A Unified Framework for Multimodal Academic Presentation Generation with Scholar DAG

arXiv 2602.03866 ↗First posted 30 Jan 2026cs.DL cs.AIcited by 3

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Abstract (arXiv)

Transforming scientific papers into multimodal presentation content is essential for research dissemination but remains labor intensive. Existing automated solutions typically treat each format as an isolated downstream task, leading to redundant processing and semantic inconsistency. We introduce PaperX, a unified framework that models academic presentation generation as a structural transformation and rendering process. Central to our approach is the Scholar DAG, an intermediate representation that decouples the paper's logical structure from its final presentation syntax. By applying adaptive graph traversal strategies, PaperX generates diverse, high quality outputs from a single source. Comprehensive evaluations demonstrate that our framework achieves the state of the art performance in content fidelity and aesthetic quality while significantly improving cost efficiency compared to specialized single task agents.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 25 of its 31 references that are in the map. First posted on arXiv 30 Jan 2026.

Builds on

25 of 31 references.

References · 25

  1. 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,302
  2. 2025Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilitiescited by 3,655
  3. 2023Tree of Thoughts: Deliberate Problem Solving with Large Language Modelscited by 3,155
  4. 2023AppAgent: Multimodal Agents as Smartphone Userscited by 407
  5. 2023SlideVQA: A Dataset for Document Visual Question Answering on Multiple Imagescited by 175
  6. 2023Structured Chain-of-Thought Prompting for Code Generationcited by 136
  7. 2024Large Multimodal Agents: A Surveycited by 99
  8. 2025PPTAgent: Generating and Evaluating Presentations Beyond Text-to-Slidescited by 83
  9. 2023AutomaTikZ: Text-Guided Synthesis of Scientific Vector Graphics with TikZcited by 74
  10. 2022Code4Struct: Code Generation for Few-Shot Event Structure Predictioncited by 70
  11. 2021DOC2PPT: Automatic Presentation Slides Generation from Scientific Documentscited by 68
  12. 2025AutoPresent: Designing Structured Visuals from Scratchcited by 63
13 more
  1. 2025Paper2Poster: Towards Multimodal Poster Automation from Scientific Paperscited by 56
  2. 2024Graphic Design with Large Multimodal Modelcited by 38
  3. 2025Paper2Video: Automatic Video Generation from Scientific Paperscited by 23
  4. 2025TikZero: Zero-Shot Text-Guided Graphics Program Synthesiscited by 21
  5. 2025SlideGen: Collaborative Multimodal Agents for Scientific Slide Generationcited by 20
  6. 2025PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedbackcited by 19
  7. 2024SciPostLayout: A Dataset for Layout Analysis and Layout Generation of Scientific Posterscited by 14
  8. 2025PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generationcited by 7
  9. 2025Human-Agent Collaborative Paper-to-Page Craftingcited by 7
  10. 2024From Paper to Card: Transforming Design Implications with Generative AIcited by 6
  11. 2024InstructLayout: Instruction-Driven 2D and 3D Layout Synthesis with Semantic Graph Priorcited by 6
  12. 2024The Future of Scientific Publishing: Automated Article Generationcited by 2
  13. 2025AutoPR: Let's Automate Your Academic Promotion!cited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 3.

3 papers.