agent/papers/items/2025-2511-15203-taxonomy-evaluation-and-exploitation-of-ipi-centric-llm-agent-defense-frameworks.md

Paper: Taxonomy, Evaluation and Exploitation of IPI-Centric LLM Agent Defense Frameworks

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type: paper title: Taxonomy, Evaluation and Exploitation of IPI-Centric LLM Agent Defense Frameworks authors: Zimo Ji, Xunguang Wang, Zongjie Li, Pingchuan Ma, Yudong Gao, Daoyuan Wu, Xincheng Yan, Tian Tian, et al. year: 2025 venue: arXiv url: https://arxiv.org/abs/2511.15203 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2025-11-19 updated_at: 2025-11-19 status: queued relevance: high topics:

• agent-evaluation
• agent-safety
• rag
• tool-use methods:

benchmarks:

models:

datasets:

• cs.CR
• cs.AI related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 17 collection_queries: function-calling

One-line Takeaway

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

Why Collected

• matched queries: function-calling
• inferred topics: agent-evaluation, agent-safety, rag, tool-use
• arXiv categories: cs.CR, cs.AI
• collection score: 17

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/2511.15203