RepairAgent autonomously repairs 164 bugs on Defects4J including 39 not fixed by prior techniques by treating an LLM as an agent that invokes tools via a finite state machine and dynamic prompts.
Differential regression testing for REST APIs
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An agentic pipeline localizes the security-relevant function in 10 of 20 Ubuntu binary security updates and produces an accepted root-cause classification in 11 of 20, limited mainly by binary differencing coverage.
A research roadmap analyzing the current state of search-based software engineering with foundation models, outlining challenges and directions across three integration aspects.
citing papers explorer
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RepairAgent: An Autonomous, LLM-Based Agent for Program Repair
RepairAgent autonomously repairs 164 bugs on Defects4J including 39 not fixed by prior techniques by treating an LLM as an agent that invokes tools via a finite state machine and dynamic prompts.
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Patch2Vuln: Agentic Reconstruction of Vulnerabilities from Linux Distribution Binary Patches
An agentic pipeline localizes the security-relevant function in 10 of 20 Ubuntu binary security updates and produces an accepted root-cause classification in 11 of 20, limited mainly by binary differencing coverage.
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Search-Based Software Engineering and AI Foundation Models: Current Landscape and Future Roadmap
A research roadmap analyzing the current state of search-based software engineering with foundation models, outlining challenges and directions across three integration aspects.