activity
20242026
most citedA Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs

1 citations · 2 across the 6 of their papers we have counts for

collaborators

8 papers

cs.SE2026

Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications

Rangeet Pan, Tyler Stennett, Divya Sankar +5

Agents built on large language models (LLMs) are increasingly used to build applications that perform complex, multi-step tasks involving reasoning, tool use, and interaction with…

cs.SE2026

AutoRestTest at the SBFT 2026 Tool Competition

Tyler Stennett, Myeongsoo Kim, Saurabh Sinha +1

Large input spaces and complex inter-operation dependencies make black-box REST API testing challenging. AutoRestTest combines a Semantic Property Dependency Graph, multi-agent rei…

cs.SE2026

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions

Tyler Stennett, Rangeet Pan, Bridget McGinn +2

Research on automating software testing has spanned several decades. Most existing approaches generate unit tests for individual methods, validate isolated API endpoints, or target…

cs.SE2025

SAINT: Service-level Integration Test Generation with Program Analysis and LLM-based Agents

Rangeet Pan, Raju Pavuluri, Ruikai Huang +4

Enterprise applications are typically tested at multiple levels, with service-level testing playing an important role in validating application functionality. Existing service-leve…

cs.SE2025

Hamster: A Large-Scale Study and Characterization of Developer-Written Tests

Rangeet Pan, Tyler Stennett, Raju Pavuluri +3

Automated test generation (ATG), which aims to reduce the cost of manual test suite development, has been investigated for decades and has produced countless techniques based on a…

cs.SE2025★ 1 cited

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL

Tyler Stennett, Myeongsoo Kim, Saurabh Sinha +1

As REST APIs have become widespread in modern web services, comprehensive testing of these APIs is increasingly crucial. Because of the vast search space of operations, parameters,…

cs.SE2024★ 1 cited

A Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs

Myeongsoo Kim, Tyler Stennett, Saurabh Sinha +1

As modern web services increasingly rely on REST APIs, their thorough testing has become crucial. Furthermore, the advent of REST API documentation languages, such as the OpenAPI S…

cs.SE2024

Leveraging Large Language Models to Improve REST API Testing

Myeongsoo Kim, Tyler Stennett, Dhruv Shah +2

The widespread adoption of REST APIs, coupled with their growing complexity and size, has led to the need for automated REST API testing tools. Current tools focus on the structure…