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aamas-writing-style

Use when revising an AAMAS paper so the interaction contribution leads the first page, the solution concept or incentive property is named, the game and agents are legible, claims are paired with proofs or multiagent experiments, the argument fits eight two-column pages plus references, and the wording stays double-blind.

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  • SKILL.md3.4 KB

SKILL.md(原文)

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AAMAS Writing Style

Use this when revising the main paper. AAMAS papers need a compact statement of why an interaction result matters and enough detail for a game theorist and an empiricist to both validate it.

Revision rules

  • Put the interaction contribution on the first page: the multiagent problem, why single-agent or centralized fixes fail, the mechanism or learning rule, the strategic property, and the evidence.
  • Name the solution concept or incentive property (Nash, correlated, coarse-correlated, no-regret, dominant-strategy truthful, Pareto); an unnamed "equilibrium" is a review flag.
  • Make the game legible: agents, actions, information structure, and payoffs stated once and clearly.
  • Pair every major claim with a proof sketch, a self-play or population experiment, or a deployment result.
  • Use the 8-page body for the core argument and push long proofs, extra opponents, and extended ablations to the appendix (references are unlimited, so cite generously).
  • Keep double-blind wording in self-citations, prior-system references, acknowledgements, and artifact descriptions.

Interaction-first discipline

  • State early why the result is genuinely multiagent - what breaks if the other agents are frozen into a static environment. If nothing breaks, the AAMAS framing does not hold.
  • Give each theorem a body-level proof sketch; the appendix proof supports the sketch but never replaces it.
  • Keep the game's information structure visible; who knows what and when is where multiagent proofs live or die.
  • Separate a proved strategic property from an observed one; mixing "is truthful" and "appears cooperative" in one paragraph is a credibility leak here.

Sentence-level rewrites

Draft patternAAMAS-safe rewrite
"Our agents outperform the baselines...""reduce social cost by X (SE Y) over Z seeds against held-out opponents"
"The agents reach equilibrium...""converge to a coarse-correlated equilibrium (Def. 2) under Assumptions 1-3"
"The mechanism is fair and efficient...""is dominant-strategy truthful (Thm. 1) with efficiency loss bounded by ... (Thm. 2)"
"In a multiagent setting..."Name the game, the number of agents, and the information structure

Vignette: compressing into eight two-column pages

A draft with two theorems, a mechanism, six figures, and a sprawling related-work section: keep both theorem statements with one sketch each, the mechanism definition, and the two decision-critical figures (truthfulness-under-learning and the efficiency gap); compress related work into precise contrasts; move secondary lemmas and four figures to the appendix with forward references. The test of a good cut: a reviewer reconstructs the whole interaction argument without opening the supplement.

Output format

[Writing diagnosis] clear / interaction-buried / concept-unnamed / overloaded
[First-page fix] <new interaction framing>
[Claim discipline] <claim -> proof / experiment / limitation>
[Compression cuts] <move / delete / merge>
[Anonymity edits] <phrases to rewrite>

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同一仓库的技能

Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance artifact releases without violating double-blind or immutable-supplement rules.

中文简介正在准备中。当前显示原文说明。

brycewang-stanford/Awesome-Journal-Skills13022026年9月27日 更新

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中文简介正在准备中。当前显示原文说明。

brycewang-stanford/Awesome-Journal-Skills13022026年9月27日 更新

Use when preparing an accepted AAAI paper for camera-ready source submission to AAAI Press, including proceedings page limits, two-column template compliance, copyright transfer, purchased extra technical pages, deanonymization, registration, oral or poster presentation, and final public artifact release.

中文简介正在准备中。当前显示原文说明。

brycewang-stanford/Awesome-Journal-Skills13022026年9月27日 更新

Use when designing or auditing AAAI experiments for the broad-AI program committee, including baselines, ablations, statistical significance, robustness, human evaluation, AI-for-Social-Impact and alignment/safety evidence, compute and cost reporting, and reproducibility-checklist alignment for Phase-1 survival.

中文简介正在准备中。当前显示原文说明。

brycewang-stanford/Awesome-Journal-Skills13022026年9月27日 更新

Use when positioning an AAAI paper's novelty against archival work, contemporaneous arXiv or workshop papers, and AAAI/IJCAI/NeurIPS/ICML/ICLR neighbors across the broad AI scope, while staying inside AAAI's dual-submission and AI-as-source policy constraints and writing a related-work section legible to non-specialist reviewers.

中文简介正在准备中。当前显示原文说明。

brycewang-stanford/Awesome-Journal-Skills13022026年9月27日 更新

Use when strengthening an AAAI paper's reproducibility checklist (placed after references), experimental traceability, seed and hyperparameter reporting, compute and cost disclosure, dataset access and licensing, code/data ZIP readiness, and the claim-to-evidence map that Phase-1 reviewers use to judge rigor across AAAI's broad AI scope.

中文简介正在准备中。当前显示原文说明。

brycewang-stanford/Awesome-Journal-Skills13022026年9月27日 更新

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