Robotics evidence guide · automated editorial preparation, not expert review

Trace robot datasets from collection to evaluation

Preserve the relationship between source recordings, transformations and the dataset used in an experiment. A dataset name alone cannot tell a reviewer which observations actually contributed.

Evidence and interpretation

W3C PROV supplies a vocabulary for describing derivation. Maha’s proposed robotics application assigns a revision to the collected material, processing activity and resulting episode set. A crop, resampling step or relabelling operation produces a new derivative. Keep the parent reference and the processing configuration so another team can distinguish a changed observation from a changed representation. Lineage should also record uncertainty: an imported archive with an unknown collection process cannot acquire complete provenance merely by receiving a local identifier.

Proposed evidence workflow

  1. Identify original collection, derived episodes and the transformation between them.
  2. Bind processing configuration, software revision and split membership to the derivative.
  3. Record unavailable parents explicitly and prevent downstream summaries from asserting complete lineage.

Worked illustration

A synthetic camera recording becomes a cropped sequence and then a labelled evaluation episode. The proposed chain retains both transformations. If the crop excludes a human intervention, the derivative cannot be used to claim autonomous completion without consulting the original evidence.

Limits

No W3C conformance claim or authentication of third-party recordings is made. A documented chain can still contain inaccurate statements.

Sources and review

W3C PROV Overview

Locator: Abstract; §1 Introduction; §2 Document Roadmap

PROV describes entities, activities and agents involved in producing information, with representations for derivation and versioning.

Boundary: This overview is a non-normative Working Group Note. A provenance description does not authenticate an observation.

Inspection and reuse basis

Selected sections inspected 2026-09-15. Original paraphrase and link only; no third-party text or diagrams redistributed. This is not independent expert review of this article.

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