agent/papers/items/2026-2607-18485-trusted-credentials-untrusted-behavior-benchmarking-llm-agent-security-in-high-p.md

Paper: Trusted Credentials, Untrusted Behavior: Benchmarking LLM-Agent Security in High-Performance Computing

---

type: paper title: "Trusted Credentials, Untrusted Behavior: Benchmarking LLM-Agent Security in High-Performance Computing" authors: Jie Li year: 2026 venue: arXiv url: https://arxiv.org/abs/2607.18485 code_url: source: arxiv collected_at: 2026-07-27 published_at: 2026-07-20 updated_at: 2026-07-20 status: queued relevance: high topics:

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

benchmarks:

models:

datasets:

• cs.CR related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 19 collection_queries: agent-safety, llm-agent, planning-agent

One-line Takeaway

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

Why Collected

• matched queries: agent-safety, llm-agent, planning-agent
• inferred topics: agent-evaluation, agent-safety, planning, rag, tool-use, workflow-agent, world-model
• arXiv categories: cs.CR
• collection score: 19

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/2607.18485