Transportability methods can transport causal effects from experimental samples to broader target populations in software engineering by leveraging observational data to improve external validity.
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Proposes and validates via feasibility study an open-source automated framework for reproducible, species-fair security comparisons of human-written, LLM-generated, and hybrid code.
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Towards Improving the External Validity of Software Engineering Experiments with Transportability Methods
Transportability methods can transport causal effects from experimental samples to broader target populations in software engineering by leveraging observational data to improve external validity.
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How to Compare the Security of Code Written by Humans to LLM-generated Code
Proposes and validates via feasibility study an open-source automated framework for reproducible, species-fair security comparisons of human-written, LLM-generated, and hybrid code.