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Peer-reviewedCC BYSensors (Basel, Switzerland)

Cloud–Edge Collaborative Hardware Sensing with Dynamic Reliability Estimation and Evidence-Constrained Large Language Model Reasoning

  • Liyang Liu1
  • Ziyi Ren1
  • Runxi Chen1
  • Yan Li1
  • Shuwen Yin1
  • Jiahong Pu1
  • Manzhou Li1
  1. 1Peking University, Beijing 100871, China
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Cite

BibTeXRIS
BibTeX
@article{liu2026cloudedge,
  title = {{Cloud–Edge Collaborative Hardware Sensing with Dynamic Reliability Estimation and Evidence-Constrained Large Language Model Reasoning}},
  author = {Liyang Liu and Ziyi Ren and Runxi Chen and Yan Li and Shuwen Yin and Jiahong Pu and Manzhou Li},
  journal = {Sensors (Basel, Switzerland)},
  year = {2026},
  month = sep,
  url = {https://europepmc.org/article/PMC/PMC13667757},
  note = {CC BY},
}
RIS
TY  - JOUR
TI  - Cloud–Edge Collaborative Hardware Sensing with Dynamic Reliability Estimation and Evidence-Constrained Large Language Model Reasoning
AU  - Liyang Liu
AU  - Ziyi Ren
AU  - Runxi Chen
AU  - Yan Li
AU  - Shuwen Yin
AU  - Jiahong Pu
AU  - Manzhou Li
PY  - 2026
DA  - 2026/09/22
JO  - Sensors (Basel, Switzerland)
UR  - https://europepmc.org/article/PMC/PMC13667757
SN  - 1424-8220
ER  -