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, repeated runs, compute, and runtime.
• For small or noisy strategic differences, add uncertainty: standard errors, confidence intervals, or paired tests over seeds and over opponents.
• Explain any missing code or environment honestly, and describe how a reader could reproduce the interaction in principle.
• Keep the artifact consistent with the paper; a claim the artifact cannot demonstrate is a review-risk multiplier.

Claim-to-evidence audit table

Claim	Pure-theory answer	Learning-plus-game answer
Solution concept reached	Proof with the game and information structure stated	Plus convergence curves under other agents' adaptation
Opponents / population	NA if fully analytical	The exact opponent set and how it was chosen
Seeds and variance	NA for deterministic results	Required for every stochastic curve and payoff table
Compute	NA	Hardware, per-run time, and total number of self-play runs