Known-answer construction for agent-written analysis code
ML4PS 2026, NeurIPS workshopAccepted 10 October 2026. Workshop on 11 December 2026.
Papers
I publish as Mark C. Johnson. Two workshop papers are accepted for December 2026. Everything else here is a preprint or a submission, and it's labeled that way.
Accepted 10 October 2026. Workshop on 11 December 2026.
Short paper on tracing published values back to their sources. Accepted as a poster, 29 September 2026. Non-archival.
Submitted 27 September 2026. Not announced yet. The code and data are public now.
Sixteen studies and a proposed reporting standard. I misread an umami column as saltiness, so I published v2.1 and put the correction first on the record page.
191 of 224 odorants matched, and the integration surfaced unit mismatches that had to be fixed before the data could be used.
A UMAP analysis of 450 ingredients.
Reviewed for AIDaR @ NeurIPS 2026 after a nomination from the program committee. Also volunteered and reviewed for ML4PS 2026.
0009-0003-1877-4477. I publish as Mark C. Johnson.