mlsanityData to 14 Oct 2026

Agentic Publication Protocol: An Attempt to Modernize Scientific Publication

arXiv 2606.27386 ↗First posted 15 Jun 2026cs.DL cs.AIcited by 2

On the map: LLM agents and tool use → Web, search, and research agents

Abstract (arXiv)

Scientific publication is still organized primarily around static manuscripts, even though much of scientific progress depends on tacit know-how: how to run code, reproduce figures, interpret edge cases, choose useful follow-up directions, and avoid failed paths. Large language model agents create an opportunity to publish not only knowledge, but also operational know-how in a form that future readers and researchers can directly use. This paper outlines the Agentic Publication Protocol (APP), a lightweight repository format for packaging a paper together with code, data, environment information, reproducibility instructions, and an agent-facing instruction file. APP treats a version-controlled repository as the publication object and uses textttAGENTS.md and optional skills to define a paper agent that can explain the work, reproduce key results when possible, and support follow-up research. We describe the design principles and details of the protocol, as well as the agent skills useful for publishing papers under the protocol. We also describe development tools for evaluating and improving the protocol and associated agent skills. Finally, we provide a broader discussion of the future of scientific research in the agent era.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Placed in Web, search, and research agents, one of 16 directions in LLM agents and tool use. Builds on 19 of its 55 references that are in the map. First posted on arXiv 15 Jun 2026.

Builds on

19 of 55 references.

Closest ancestors · 3

Same direction, newest first

  1. 2025Can Theoretical Physics Research Benefit from Language Agents?6 Jun
  2. 2025The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search10 Apr
  3. 2025Agent Laboratory: Using LLM Agents as Research Assistants8 Jan

Other references · 16

  1. 2024The AI Scientist: Towards Fully Automated Open-Ended Scientific Discoverycited by 1,071
  2. 2023ChemCrow: Augmenting large-language models with chemistry toolscited by 631
  3. 2020Improving Reproducibility in Machine Learning Research (A Report from the NeurIPS 2019 Reproducibility Program)cited by 322
  4. 2023Can large language models provide useful feedback on research papers? A large-scale empirical analysiscited by 200
  5. 2025Paper2Code: Automating Code Generation from Scientific Papers in Machine Learningcited by 70
  6. 2024The AI Review Lottery: Widespread AI-Assisted Peer Reviews Boost Paper Scores and Acceptance Ratescited by 69
  7. 2024Automated Statistical Model Discovery with Language Modelscited by 41
  8. 2025Early science acceleration experiments with GPT-5cited by 41
  9. 2026Scientific production in the era of Large Language Modelscited by 32
  10. 2020Attention-based Quantum Tomographycited by 26
  11. 2025Paper2Agent: Reimagining Research Papers As Interactive and Reliable AI Agentscited by 23
  12. 2026Advancing Mathematics Research with AI-Driven Formal Proof Searchcited by 23
4 more
  1. 2025Exploring the use of AI authors and reviewers at Agents4Sciencecited by 13
  2. 2026Solving an Open Problem in Theoretical Physics using AI-Assisted Discoverycited by 8
  3. 2023Learning Quantum Processes with Quantum Statistical Queriescited by 4
  4. 2026The Agentification of Scientific Research: A Physicist's Perspectivecited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2025Agentic publications: redesigning scientific publishing in the age of thinking large language models
  2. 2026Read the Paper, Write the Code: Agentic Reproduction of Social-Science Results
  3. 2026Positioning manuscripts in the scientific landscape with agentic AI
  4. 2026Overview of the NLPCC 2026 Shared Task 11: Agent-Based Experiment Reproduction from Scientific Papers
  5. 2026Traxia: A Framework for Verifiable, Agent-Native Scientific Publishing
  6. 2026Scientific Agent Skills: A Library of Procedural Knowledge for Research Agents
  7. 2026Evaluating and Guarding Citation Faithfulness in Agentic Scientific Synthesis
  8. 2025TinyScientist: An Interactive, Extensible, and Controllable Framework for Building Research Agents