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Zhong Li

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#software testing Open access Oct 2026

Automated Classification, Root Cause Analysis, and Repair Recommendations for Failed Mobile Testing by Specialized LLM

AnaDroid is proposed, a novel LLM training framework specifically tailored for analyzing failed mobile tests that first leverages bidirectional pre-training to instill the domain-specific knowledge and reasoning capabilities required for failed test analysis into the model and employs preference optimization to enhance...

Chun Li, Fei Wang, Min-Xue Pan et al. · 0 citations
Open access Jun 2026

Spectrum-Based Failure Attribution for Multi-agent Systems

FAMAS is the first spectrum-based failure attribution approach for MASs and proposes a novel suspiciousness formula tailored to MASs, which integrates two key factor groups, namely the agent behavior group and the action behavior group, to account for the agent activation patterns and action activation patterns within...

Yu Ge, Linna Xie, Zhong Li et al. · 1 citation

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