agent/papers/items/2026-2606-08960-hardening-agent-benchmarks-with-adversarial-hacker-fixer-loops.md

Paper: Hardening Agent Benchmarks with Adversarial Hacker-Fixer Loops

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type: paper title: Hardening Agent Benchmarks with Adversarial Hacker-Fixer Loops authors: Ziqian Zhong, Ivgeni Segal, Ivan Bercovich, Shashwat Saxena, Kexun Zhang, Aditi Raghunathan year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.08960 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-08 updated_at: 2026-06-08 status: queued relevance: high topics:

• agent-evaluation
• reasoning methods:

benchmarks:

models:

datasets:

• cs.CR
• cs.AI
• cs.LG
• cs.MA related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 13 collection_queries: agent-evaluation

One-line Takeaway

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

Why Collected

• matched queries: agent-evaluation
• inferred topics: agent-evaluation, reasoning
• arXiv categories: cs.CR, cs.AI, cs.LG, cs.MA
• collection score: 13

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/2606.08960