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>
Source: brycewang-stanford/Awesome-Journal-Skills → AAMAS-Skills/skills/aamas-related-work/SKILL.md
1---2name: aamas-related-work3description: 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.4---567# AAMAS Related Work89Use this to audit novelty and eligibility. Reopen the current CFP for dual-submission,10anonymity, and prior-publication rules before advising authors; much of the nearest multiagent11work lives at *other* venues, which shapes both positioning and eligibility.1213## Positioning checks1415- Separate the interaction novelty from engineering improvement: a new solution concept,16 mechanism, learning-dynamics result, coordination protocol, negotiation strategy, or empirical17 multiagent finding.18- Compare across communities: AAMAS itself, the AI conferences (AAAI, IJCAI), the ML conferences19 (NeurIPS, ICML), and economics-and-computation venues (EC), plus the JAAMAS journal. Many20 landmark multiagent papers are *not* at AAMAS, so a bibliography that only cites AAMAS is as21 suspicious as one that ignores it.22- Treat conference proceedings and journals as archival unless the current rules say otherwise.23- Cite arXiv and workshop versions without breaking double-blind; do not point reviewers to an24 identity-revealing page.25- Explain overlap with any concurrent or prior version, and do not submit duplicate archival26 work.2728## Cross-community coverage table2930| Literature lane | Typical sources | What AAMAS reviewers check |31|---|---|---|32| Agents / multiagent core | AAMAS, JAAMAS, IJCAI, AAAI agent tracks | Whether the nearest multiagent method is compared or explicitly distinguished |33| Multiagent RL | NeurIPS, ICML, ICLR, prior AAMAS | Whether MADDPG/QMIX/COMA-style cousins are cited even though they are not AAMAS papers |34| Game theory / mechanism design | EC, GEB, algorithmic game-theory venues | Whether the solution concept and known impossibility results are acknowledged |35| Social choice / negotiation | AAMAS, AAAI, COMSOC, ADT | Whether standard axioms and strategyproofness usage are followed |3637A bibliography citing only deep-MARL benchmarks tells a game-theory reviewer that known38equilibrium or mechanism results may be getting rediscovered - a recognizable AAMAS reject39pattern no amount of benchmark strength repairs. The mirror failure - only citing classical game40theory while ignoring the deep-MARL wave - loses the empirical reviewer.4142## Positioning vignette4344Imagine the paper proposes a communication protocol that improves cooperation in a mixed-motive45game. Its nearest neighbors: a NeurIPS MARL paper with emergent communication but no incentive46analysis, an EC paper with a cheap-talk equilibrium but no learning, and a prior AAMAS paper on47the same game with a weaker coordination result. The novelty sentence should name all three:48incentives where the MARL line had none, learning where the game-theory line stayed static, and49stronger coordination than the direct AAMAS predecessor.5051## Concurrent-work judgment calls5253- Independently concurrent arXiv work: cite neutrally, state the technical difference, and avoid54 priority claims reviewers cannot verify.55- Your own workshop version: usually non-archival and citable, but verify against the current56 CFP and phrase the citation so double-blind survives.57- When unsure about a venue's archival status, declare the overlap in the submission form rather58 than gambling on a chair's reading.5960## Output format6162```text63[Eligibility] clear / needs declaration / risky64[Closest literatures] <agents / MARL / game-theory / social-choice>65[Nearest 3 works] <work -> distinction>66[Archival-overlap risk] <none / issues>67[Novelty sentence] <AAMAS-ready interaction contrast>68```6970---7172**Source:** [`brycewang-stanford/Awesome-Journal-Skills`](https://github.com/brycewang-stanford/Awesome-Journal-Skills) → `AAMAS-Skills/skills/aamas-related-work/SKILL.md`
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