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Home/Authors/Tanwir Ahmad

Tanwir Ahmad

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

Software Eng.×1AI×1

Frequent co-authors

Shehroz Khan1×
Abdullah Mughees1×
Gaadha Sudheerbabu1×
Dragos Truscan1×

Research Timeline

2026
Multi-Agent LLM-based Metamorphic Testing for REST APIs

The paper introduces ARMeta, an LLM-based multi-agent system that automates metamorphic testing for REST APIs documented with OpenAPI, demonstrating its ability to find complementary bugs compared to traditional scenario-based testing.

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Papers

cs.SEcs.AIRecentMay 27, 2026

Multi-Agent LLM-based Metamorphic Testing for REST APIs

Shehroz Khan, Abdullah Mughees, Gaadha Sudheerbabu, Tanwir Ahmad +1 more

The paper introduces ARMeta, an LLM-based multi-agent system that automates metamorphic testing for REST APIs documented with OpenAPI, demonstrating its ability to find complementary bugs compared to…

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