Robust Because Coarse, or Robust Because Planned? A Research Agenda for Training-Data Provenance After the Aggregate-Disclosure Turn, in Which Granularity Buys Statistical Power, Prior Randomisation Buys Soundness, and Per-Example Value Has Neither

APA

Mahendrakar, P. (2026). Robust Because Coarse, or Robust Because Planned? A Research Agenda for Training-Data Provenance After the Aggregate-Disclosure Turn, in Which Granularity Buys Statistical Power, Prior Randomisation Buys Soundness, and Per-Example Value Has Neither [Journal article]. Life of Research. https://doi.org/10.5281/zenodo.23370694

Copy APA

BibTeX

@misc{lor1082026,
  title        = {Robust Because Coarse, or Robust Because Planned? A Research Agenda for Training-Data Provenance After the Aggregate-Disclosure Turn, in Which Granularity Buys Statistical Power, Prior Randomisation Buys Soundness, and Per-Example Value Has Neither},
  author       = {Pranay Mahendrakar},
  year         = {2026},
  publisher    = {Life of Research},
  doi          = {10.5281/zenodo.23370694},
  url          = {https://lifeofresearch.com/articles/108},
  keywords     = {training data provenance, data attribution, data valuation, membership inference, EU AI Act, opt-out, copyright, compensation},
  note         = {LOR-00108}
}

Copy BibTeX More on the record page