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ChemicalsQuality-Decision DelayEstimate idle minutes awaiting decisions

Quality-Decision Delay Estimation

Estimate constraint idle minutes accrued while production waits on lab, release, and process decisions. Lower MAE per batch is better.

Metric

MAE (min/batch)

Baseline

Quality-Decision Delay Estimator

Submissions

10

Updated

2026-06-19

Leaderboard

RankSubmitterModelTypeScoreDate
1p.nakamuradelay-seqResearch implementation2.72026-06-19
2materealquality-decision-delay-estimatorSynthetic-data model3.12026-06-06
3d.moreaumedian-baselineBaseline model4.22026-05-28

Entries are reference and research submissions on the open split. Scores are illustrative and require plant-specific validation for industrial use.

Task definition

Evaluation metric

MAE (min/batch)

Submission rules

  1. 1

    Report idle-minute MAE per batch, split by decision type.

  2. 2

    Verbal approvals are out of scope; score only timestamped events.

Discussion

  • s.

    s.iyer

    ML researcher · 2d

    Question

    Are ensemble submissions allowed, or single-model only? Worth stating explicitly in the rules.

    7
  • ma

    matereal

    Maintainer · 2d

    Comment

    Ensembles are allowed if reproducible from the submitted artifacts. We'll clarify in the next rules revision.

    5
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