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scania

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Privacy preserving remaining useful life prediction on SCANIA-X truck telemetry: Spectral-DP and DP-SGD under a custom RDP accountant, validated by membership inference attack.

  • Updated Jul 22, 2026
  • Jupyter Notebook

Predictive maintenance on 4 public datasets (SCANIA trucks, APS, NASA C-MAPSS, MetroPT-3): cost-based maintenance decisions, a hidden scale shift between splits, 8 model families selected without the test set, FastAPI + Docker demo.

  • Updated Oct 24, 2026
  • Python

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