mlsanityData to 14 Oct 2026

Agentic Discovery: Closing the Loop with Cooperative Agents

arXiv 2510.13081 ↗First posted 15 Oct 2025cs.MA cs.AIcited by 2

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

Abstract (arXiv)

As data-driven methods, artificial intelligence (AI), and automated workflows accelerate scientific tasks, we see the rate of discovery increasingly limited by human decision-making tasks such as setting objectives, generating hypotheses, and designing experiments. We postulate that cooperative agents are needed to augment the role of humans and enable autonomous discovery. Realizing such agents will require progress in both AI and infrastructure.

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 6 of its 20 references that are in the map. First posted on arXiv 15 Oct 2025.

Builds on

6 of 20 references.

Closest ancestors · 1

Same direction, newest first

  1. 2025Empowering Scientific Workflows with Federated Agents8 May

Other references · 5

  1. 2023AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversationcited by 1,988
  2. 2024The AI Scientist: Towards Fully Automated Open-Ended Scientific Discoverycited by 1,071
  3. 2023The strain on scientific publishingcited by 17
  4. 2025MOFA: Discovering Materials for Carbon Capture with a GenAI- and Simulation-Based Workflowcited by 6
  5. 2018Spark-MPI: Approaching the Fifth Paradigm of Cognitive Applicationscited by 1

Built on by

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. 2026AI Scientists as Engines of Discovery: A Case for Development within Reformed Institutions
  2. 2026The Agentic Scientist: Orchestrating Coding Agents for Automated Scientific (Co-)Discovery
  3. 2026Position: AI Agents in Scientific Teams Should Be Studied as Human-Agent Systems
  4. 2025Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
  5. 2025From AI for Science to Agentic Science: A Survey on Autonomous Scientific Discovery
  6. 2025The (R)evolution of Scientific Workflows in the Agentic AI Era: Towards Autonomous Science
  7. 2026Agentic AI Scientists Are Not Built For Autonomous Scientific Discovery
  8. 2025Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics