Individual skill
colt-reproducibility
Use when strengthening the reproducibility of a COLT (Conference on Learning Theory) paper, where reproducing means re-deriving — complete proofs, explicit assumptions, tracked constants, correctly invoked external results, self-contained notation — plus seeds and scripts for any numerical illustration the paper carries.
COLT-Skills/skills/colt-reproducibility/SKILL.md
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- Last checked
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# COLT Reproducibility
At COLT, reproducibility means a competent reader can *re-derive* every claim from the
PDF alone. There is no reproducibility checklist form in the COLT 2026 CFP (checked
2026-07-08) — the venue enforces the property the hard way, through referees who
attempt the re-derivation during review. This skill is the pre-submission audit that
makes that attempt succeed.
## The re-derivability standard
A theorem is reproducible when all of the following hold:
- Its statement is formally complete: every symbol quantified, every assumption named
in the statement itself or cited by an explicit assumption label, the probability