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aamas-reproducibility

Use when strengthening AAMAS reproducibility evidence for interaction claims, including proofs and game definitions, opponent and population sets, self-play protocols, random seeds, compute, uncertainty on strategic outcomes, baselines, and consistency between what the paper claims about agents and what the artifact can actually show.

AAMAS-Skills/skills/aamas-reproducibility/SKILL.md

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# AAMAS Reproducibility

Use this before submission and again before camera-ready. The reproducibility question at AAMAS
is not only "can I rerun the model" but "can I reproduce the *interaction* - the same agents,
the same game, the same emergent outcome."

## Evidence map

- Map each theorem, mechanism property, convergence claim, and empirical interaction claim to a
  verifiable location in the paper, appendix, supplement, or artifact.
- For theory, state the game, the information structure, the solution concept, assumptions,
  proof dependencies, and failure modes clearly enough for a game theorist.
- For experiments, report the environment, number of agents, opponent/population set, training
  regime, evaluation opponents, metrics, hyperparameter ranges, chosen settings, seeds,