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Paper · arXiv

AdvPlan-Bench: Adversarial Evaluation of Structured Plan-Generation Agents

Structured plan-generation agents are often evaluated as if a plan has quality in isolation, yet many realistic planning tasks require asking how a candidate behaves when another agent can search for responses. We introduce AdvPlan-Bench, an offline benchmark for adversarial evaluation of structured plan-generation agents. The contribution is a general evaluation object: a typed plan, an adversarial response set, selector diagnostics, and traceable candidate-frontier metrics. AdvPlan-Bench represents plans as typed action chains with optional branches, assigns synthetic quality scores, compares opposing plans with BLUE-vs-RED advantage and Nash-gap diagnostics, and evaluates qualitative c...

AuthorsAlina Kapanova, Arun Kanhai, Natan Vidra et al.
Primary categorycs.LG
Published1 August 2026
Last updated at source1 August 2026
cs.LG
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