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agent/papers/items/2026-2607-04433-autonomous-information-seeking-a-roadmap-for-agentic-recommender-systems.md
2026-07-08 12:25:30 +08:00

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Paper: Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems


type: paper title: "Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems" authors: Xinyu Lin, Yashar Deldjoo, Sunhao Dai, Honghui Bao, Xiaopeng Ye, Fatemeh Nazary, Wenjie Wang, Tommaso Di Noia, et al. year: 2026 venue: arXiv url: https://arxiv.org/abs/2607.04433 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-07-05 updated_at: 2026-07-05 status: queued relevance: high topics:

  • agent-evaluation
  • agent-safety
  • memory
  • planning
  • reasoning
  • tool-use
  • workflow-agent
  • world-model methods:

benchmarks:

models:

datasets:

  • cs.IR
  • cs.CL related_concepts:

collection_score: 21 collection_queries: tool-use

One-line Takeaway

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

Why Collected

  • matched queries: tool-use
  • inferred topics: agent-evaluation, agent-safety, memory, planning, reasoning, tool-use, workflow-agent, world-model
  • arXiv categories: cs.IR, cs.CL
  • collection score: 21

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?