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cs.SE2026
TestGRAD: Evolving Test Suites via Failure Pattern Momentum for SWE-Agent Ensemble
Pengfei He, Jiayuan Zhou, Shaowei Wang +1
SWE-agent ensembles improve issue resolution by combining candidate patches from different agents with complementary strengths. The central problem is therefore test-based selectio…
cs.SE2026
Static Program Slicing Using Language Models With Dataflow-Aware Pretraining and Constrained Decoding
Pengfei He, Shaowei Wang, Tse-Hsun Chen +1
Static program slicing is a fundamental software engineering technique for isolating code relevant to specific variables. While recent learning-based approaches using language mode…