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SKILL.md

aamas-artifact-evaluation

Agent skill frombrycewang-stanford/Awesome-Journal-Skills

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.

How to install aamas-artifact-evaluation

install aamas-artifact-evaluation
# install the Awesome-Journal-Skills pack with the skills CLI
npx skills add brycewang-stanford/Awesome-Journal-Skills

# or add only this skill to Claude Code: copy the folder

AAMAS-Skills/skills/aamas-artifact-evaluation/

# into

~/.claude/skills/aamas-artifact-evaluation/ (all projects)

.claude/skills/aamas-artifact-evaluation/ (one project)

AAMAS-Skills/skills/aamas-artifact-evaluation/SKILL.md

MITFull file
1# AAMAS Artifact Evaluation
2
3Use this for evidence packaging around AAMAS. Because the venue is about interaction, an
4artifact must make a *multiagent* claim inspectable: the game, the other agents, and the
5protocol, not just a single trained model.
6
7## Artifact plan
8
9- Decide what a reviewer needs to believe the interaction claim: game or environment code,
10 opponent/population definitions, the training regime, seeds, payoff logs, proofs, or
11 qualitative episode traces.
12- Keep decision-critical evidence in the main paper or appendix; optional bulk runs can live in
13 the supplementary zip.
14- Anonymize repository history, paths, environment names, license headers, cluster paths, and
15 commit authors for the review version.
16- Include a minimal reproduction map: environment build, dependencies, hardware, commands,
17 expected outputs, per-run wall-clock, seeds, and known nondeterminism (especially in
18 self-play).
19- For a deployed or human-subject setting, give enough provenance for credible reproduction
20 without violating data-use terms.
21- After acceptance, replace anonymous archives with a public, licensed, citable artifact.
22
23## What AAMAS evidence reviewers open first
24
25The single fact that shapes packaging: a reviewer will re-run a small **game** far sooner than
26they will retrain a large policy, so make the strategic core turnkey before polishing anything.
27
28| Claim type | First artifact inspected | Common failure caught |
29|---|---|---|
30…

Excerpt shown under the repository's MIT license.

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