
Aamas Artifact Evaluation
Use when packaging AAMAS multiagent code, environments, opponent and population sets...
Install
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-artifact-evaluation -g -a claude-code -y- Repository
- brycewang-stanford/Awesome-Journal-Skills1.3k
- Category
- Engineering
- Updated
- 1mo ago
- License
- MIT
- Context cost
- Lightabout 863 tokens
- Runs scripts
- No, instructions only
What it does
Use when packaging AAMAS multiagent code, environments, opponent and population sets, random seeds, game definitions, and logs as anonymous supplementary evidence or a public post-acceptance release, even without a separate artifact badge, so that game-theory and MARL reviewers can inspect and re-run the interaction claims.
AAMAS Artifact Evaluation
Use this for evidence packaging around AAMAS. Because the venue is about interaction, an artifact must make a multiagent claim inspectable: the game, the other agents, and the protocol, not just a single trained model.
Artifact plan
- Decide what a reviewer needs to believe the interaction claim: game or environment code, opponent/population definitions, the training regime, seeds, payoff logs, proofs, or qualitative episode traces.
- Keep decision-critical evidence in the main paper or appendix; optional bulk runs can live in the supplementary zip.
- Anonymize repository history, paths, environment names, license headers, cluster paths, and commit authors for the review version.
- Include a minimal reproduction map: environment build, dependencies, hardware, commands, expected outputs, per-run wall-clock, seeds, and known nondeterminism (especially in self-play).
- For a deployed or human-subject setting, give enough provenance for credible reproduction without violating data-use terms.
- After acceptance, replace anonymous archives with a public, licensed, citable artifact.
What AAMAS evidence reviewers open first
The single fact that shapes packaging: a reviewer will re-run a small game far sooner than they will retrain a large policy, so make the strategic core turnkey before polishing anything.
