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Author

Dunwei Gong

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Enhancing test data generation via path-grouped reusable prioritized DQN and PSO for mutation testing

This work pioneers integrating Deep Q-Network (DQN) into test data generation optimization, and models iterative test generation as a sequential decision-making process, capturing complex input-testing objective relationships and learning effective action strategies to guide PSO-based evolutionary search.

Jia-Le Wang, Xiang-Ying Dang, Dun-Wei Gong et al. · 0 citations
Jul 2026

RIP-Guided Graph Evidence for LLM-Based Equivalent Mutant Detection

This work proposes an RIP (Reach–Infect–Propagate)-guided, LLM-assisted approach for equivalent mutant detection, which improves F1 by 4.81–64.34 percentage points and maintains its advantage under cross-project evaluation.

Lei Hu, Xiangjuan Yao, Changqing Wei et al. · 0 citations

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