agent/papers/items/2026-2606-31229-agentic-ideation-sample-efficient-agentic-trajectories-synthesis-for-scientific-.md

Paper: Agentic-Ideation: Sample Efficient Agentic Trajectories Synthesis for Scientific Ideation Agents

---

type: paper title: "Agentic-Ideation: Sample Efficient Agentic Trajectories Synthesis for Scientific Ideation Agents" authors: Keyu Zhao, Lingyan Kong, Fengli Xu, Yong Li year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.31229 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-30 updated_at: 2026-06-30 status: queued relevance: high topics:

• computer-use
• multi-agent
• rag
• reasoning
• tool-use
• workflow-agent methods:

benchmarks:

models:

datasets:

• cs.AI related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 18 collection_queries: agentic-ai, multi-agent-llm

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: agentic-ai, multi-agent-llm
• inferred topics: computer-use, multi-agent, rag, reasoning, tool-use, workflow-agent
• arXiv categories: cs.AI
• collection score: 18

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2606.31229