# Paper: Towards Pareto-Optimal Tool-Integrated Agents with Pareto Ranking Policy Optimization

---
type: paper
title: Towards Pareto-Optimal Tool-Integrated Agents with Pareto Ranking Policy Optimization
authors: Junyi Li, Xiaowei Qian, Yingyi Zhang, Wenlin Zhang, Guojing Li, Sheng Zhang, Xiao Han, Yichao Wang, et al.
year: 2026
venue: arXiv
url: https://arxiv.org/abs/2606.16111
code_url:
source: arxiv
collected_at: 2026-07-08
published_at: 2026-06-15
updated_at: 2026-06-15
status: queued
relevance: high
topics:
  - agent-safety
  - computer-use
  - rag
  - reasoning
  - tool-use
methods:
  -
benchmarks:
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models:
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datasets:
  - cs.CL
related_concepts:
  -
related_jobs:
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related_experiments:
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related_projects:
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collection_score: 14
collection_queries: language-agent, tool-use
---

## One-line Takeaway

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

## Why Collected

- matched queries: language-agent, tool-use
- inferred topics: agent-safety, computer-use, rag, reasoning, tool-use
- arXiv categories: cs.CL
- collection score: 14

## 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/2606.16111