Author

Zhen Bi

h-index 3 View on Semantic Scholar

We have 2 of 21 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Sep 2026

Few-Shot Fabric Defect Detection via Vision-Text Paired In-Context Learning and Two-Stage Reflection

Industrial visual sensing systems play a critical role in automated quality inspection. However, deploying data-driven perception models on industrial visual sensors faces significant bottlenecks due to the extreme scarcity of annotated anomaly samples and the pronounced long-tailed distribution of defect types. These...

Zhi-Zhi Peng, Zhen-Fang Liu, Tong-Zhen Xing et al. · IEEE Sensors Journal · 0 citations

#natural language process... Preprint Aug 2026

Memory Is Not Always Needed: Characterizing Conditional Memory in Scientific Reasoning

Scientific reasoning requires language models to retrieve specialized knowledge and incorporate it reliably into multi-step computation. Conditional memory provides an explicit lookup pathway that complements dense neural representations, but its usefulness is inherently input- and computation-dependent: retrieved info...

Zhen Bi, Xue-Shu Chen, Yan Wang et al. · 1 citation