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ipsn-experiments

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Use when designing or auditing IPSN-lineage evaluations, covering real testbeds and deployments, ground-truth instrumentation, energy/latency/footprint measurement on real hardware, on-device/TinyML profiling, estimation-theoretic baselines and bounds, and matching evidence to the shape of each sensing claim across the IP and SPOTS tracks.

IPSN-Skills/skills/ipsn-experiments/SKILL.md

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# IPSN Experiments

Use this before submission when the evaluation is not yet locked. IPSN reviewers are sensor-systems
and information-processing specialists; the evaluation is where a good idea is won or lost. The
organizing principle is **evidence measured on real hardware against real ground truth** — the
evaluation must test the sensing claim the paper actually makes, on platforms and baselines a
skeptic would accept.

## Evaluation audit

- **Measure on real hardware, not just simulation.** Simulation can motivate or scale-test, but a
  sensing claim needs real sensors: an estimator run on real traces, a pipeline profiled on the
  actual MCU, a deployment in a real environment. "Simulation only" is IPSN's classic reject.
- **Instrument ground truth.** Localization needs surveyed positions; detection needs hand-labeled
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