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ResearchSeptember 14, 2026

Robust Prototypical Networks for Few-Shot Sensor Fault Diagnosis

arXiv:2609.12287v1 Announce Type: new Abstract: Industrial fault diagnosis often operates with only a handful of labeled fault examples, making few-shot learning attractive for sensor monitoring. Standard prototypical networks are simple and effective; however, their class…

Mohammed Ayalew Belay, Amirshayan Haghipour, Pierluigi Salvo Rossi·arXiv — cs.AI
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  • 01.arXiv:2609.12287v1 Announce Type: new Abstract: Industrial fault diagnosis often operates with only a handful of labeled fault examples, making few-shot learning attractive for sensor monitoring
  • 02.Standard prototypical networks are simple and effective; however, their class…

This material is provided as an extended analytical summary.

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