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Preprint Sep 2026

Robustness-Aware Evaluation and Enhancement of Mutation-Based Fuzzing for Bug Discovery

Splitting, a black-box wrapper that copies a fuzzer's queue state after a bug trigger and continues from that state in multiple branches, directing more effort toward the discovered region, provides a practical way to measure and improve fuzzers.

Zi-Rui Liu, Meng-Fan Xu, Juan Zhai et al. · 0 citations
Review Open access Aug 2026

Multimodal artificial intelligence agents in healthcare: a scoping review

Multimodal artificial intelligence (AI) agents are emerging in healthcare as systems that integrate heterogeneous clinical data, foundation models (FMs), tools, and agentic workflows, but their applications and translational readiness remain unclear. We conducted a scoping review of 37 peer-reviewed studies publish...

Kai Yu, Shuang Zhou, Yu Hou et al. · 1 citation

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