mlsanityData to 14 Oct 2026

PaperVoyager : Building Interactive Web with Visual Language Models

arXiv 2603.22999 ↗First posted 24 Mar 2026cs.CLcited by 3

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Abstract (arXiv)

Recent advances in visual language models have enabled autonomous agents for complex reasoning, tool use, and document understanding. However, existing document agents mainly transform papers into static artifacts such as summaries, webpages, or slides, which are insufficient for technical papers involving dynamic mechanisms and state transitions. In this work, we propose a Paper-to-Interactive-System Agent that converts research papers into executable interactive web systems. Given a PDF paper, the agent performs end-to-end processing without human intervention, including paper understanding, system modeling, and interactive webpage synthesis, enabling users to manipulate inputs and observe dynamic behaviors. To evaluate this task, we introduce a benchmark of 19 research papers paired with expert-built interactive systems as ground truth. We further propose PaperVoyager, a structured generation framework that explicitly models mechanisms and interaction logic during synthesis. Experiments show that PaperVoyager significantly improves the quality of generated interactive systems, offering a new paradigm for interactive scientific paper understanding.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 12 of its 30 references that are in the map. First posted on arXiv 24 Mar 2026.

Builds on

12 of 30 references.

References · 12

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2021Evaluating Large Language Models Trained on Codecited by 8,320
  3. 2023SWE-bench: Can Language Models Resolve Real-World GitHub Issues?cited by 3,373
  4. 2023WebArena: A Realistic Web Environment for Building Autonomous Agentscited by 2,006
  5. 2023Mind2Web: Towards a Generalist Agent for the Webcited by 1,242
  6. 2023GAIA: a benchmark for General AI Assistantscited by 1,128
  7. 2021Measuring Coding Challenge Competence With APPScited by 902
  8. 2024GPT-4V(ision) is a Generalist Web Agent, if Groundedcited by 563
  9. 2023RepoBench: Benchmarking Repository-Level Code Auto-Completion Systemscited by 353
  10. 2023A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesiscited by 353
  11. 2024SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?cited by 203
  12. 2025SWE-Lancer: Can Frontier LLMs Earn 1 Million from Real-World Freelance Software Engineering?cited by 105

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 3.

3 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2025Paper2Web: Let's Make Your Paper Alive!
  2. 2025Paper2Agent: Reimagining Research Papers As Interactive and Reliable AI Agents
  3. 2025PaperDebugger: A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing
  4. 2026ViviDoc: Generating Interactive Documents through Human-Agent Collaboration
  5. 2026PaperGuide: Making Small Language-Model Paper-Reading Agents More Efficient
  6. 2026PaperClaw: Harnessing Agents for Autonomous Research and Human-in-the-Loop Refinement
  7. 2025SlideAgent: Hierarchical Agentic Framework for Multi-Page Visual Document Understanding
  8. 2025PaperArena: An Evaluation Benchmark for Tool-Augmented Agentic Reasoning on Scientific Literature