aamas-related-work

GitHub

用于审计AAMAS投稿的创新性与资格。指导作者跨社区(AI、ML、经济学)定位工作,检查文献覆盖是否全面,避免仅引用单一领域导致的拒稿风险,并规范并发工作及匿名引用的处理。

AAMAS-Skills/skills/aamas-related-work/SKILL.md brycewang-stanford/Awesome-Journal-Skills

Trigger Scenarios

需要评估论文在AAMAS及相关领域的创新性和文献覆盖度 准备AAMAS投稿的参考文献列表和贡献陈述 处理并发工作或先前版本的重叠问题

Install

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-related-work -g -y
More Options

Non-standard path

npx skills add https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-related-work -g -y

Use without installing

npx skills use brycewang-stanford/Awesome-Journal-Skills@aamas-related-work

指定 Agent (Claude Code)

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-related-work -a claude-code -g -y

安装 repo 全部 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --all -g -y

预览 repo 内 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --list

SKILL.md

Frontmatter
{
    "name": "aamas-related-work",
    "description": "Use when positioning an AAMAS submission against multiagent, game-theory, and reinforcement-learning literature spread across AAMAS, AAAI, IJCAI, NeurIPS, ICML, EC, and JAAMAS, including arXiv and workshop versions, concurrent submissions, prior conference versions, and the cross-community citation coverage AAMAS reviewers expect."
}

AAMAS Related Work

Use this to audit novelty and eligibility. Reopen the current CFP for dual-submission, anonymity, and prior-publication rules before advising authors; much of the nearest multiagent work lives at other venues, which shapes both positioning and eligibility.

Positioning checks

  • Separate the interaction novelty from engineering improvement: a new solution concept, mechanism, learning-dynamics result, coordination protocol, negotiation strategy, or empirical multiagent finding.
  • Compare across communities: AAMAS itself, the AI conferences (AAAI, IJCAI), the ML conferences (NeurIPS, ICML), and economics-and-computation venues (EC), plus the JAAMAS journal. Many landmark multiagent papers are not at AAMAS, so a bibliography that only cites AAMAS is as suspicious as one that ignores it.
  • Treat conference proceedings and journals as archival unless the current rules say otherwise.
  • Cite arXiv and workshop versions without breaking double-blind; do not point reviewers to an identity-revealing page.
  • Explain overlap with any concurrent or prior version, and do not submit duplicate archival work.

Cross-community coverage table

Literature lane Typical sources What AAMAS reviewers check
Agents / multiagent core AAMAS, JAAMAS, IJCAI, AAAI agent tracks Whether the nearest multiagent method is compared or explicitly distinguished
Multiagent RL NeurIPS, ICML, ICLR, prior AAMAS Whether MADDPG/QMIX/COMA-style cousins are cited even though they are not AAMAS papers
Game theory / mechanism design EC, GEB, algorithmic game-theory venues Whether the solution concept and known impossibility results are acknowledged
Social choice / negotiation AAMAS, AAAI, COMSOC, ADT Whether standard axioms and strategyproofness usage are followed

A bibliography citing only deep-MARL benchmarks tells a game-theory reviewer that known equilibrium or mechanism results may be getting rediscovered - a recognizable AAMAS reject pattern no amount of benchmark strength repairs. The mirror failure - only citing classical game theory while ignoring the deep-MARL wave - loses the empirical reviewer.

Positioning vignette

Imagine the paper proposes a communication protocol that improves cooperation in a mixed-motive game. Its nearest neighbors: a NeurIPS MARL paper with emergent communication but no incentive analysis, an EC paper with a cheap-talk equilibrium but no learning, and a prior AAMAS paper on the same game with a weaker coordination result. The novelty sentence should name all three: incentives where the MARL line had none, learning where the game-theory line stayed static, and stronger coordination than the direct AAMAS predecessor.

Concurrent-work judgment calls

  • Independently concurrent arXiv work: cite neutrally, state the technical difference, and avoid priority claims reviewers cannot verify.
  • Your own workshop version: usually non-archival and citable, but verify against the current CFP and phrase the citation so double-blind survives.
  • When unsure about a venue's archival status, declare the overlap in the submission form rather than gambling on a chair's reading.

Output format

[Eligibility] clear / needs declaration / risky
[Closest literatures] <agents / MARL / game-theory / social-choice>
[Nearest 3 works] <work -> distinction>
[Archival-overlap risk] <none / issues>
[Novelty sentence] <AAMAS-ready interaction contrast>

Version History

  • 9f86f09 Current 2026-07-19 14:15

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Metadata

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Version
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Indexed
2026-07-19 14:15

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