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aamas-topic-selection【数据与研究】Use when deciding whether a project is a strong AAMAS fit, comparing AAMAS with AAAI, IJCAI, NeurIPS, ICML, EC, and the JAAMAS journal, identifying whether the agents are truly the research object, naming the interaction primitive (solution concept, mechanism, coordination, negotiation), and sharpening the multiagent framing before writing begins.
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Use this before writing. AAMAS is strongest when the agents are the research object - when the result exists because multiple self-interested or cooperating agents interact - not when a single-agent method is dressed in multiagent vocabulary.
| Signal in the project | AAMAS reading |
|---|---|
| A solution concept, mechanism, or coordination result paired with multiagent experiments | Core fit - the house genre |
| Emergent behavior that only appears because agents co-adapt | Core fit |
| Strong single-agent method benchmarked in a multiagent environment | Better served at NeurIPS or ICML |
| Pure market/auction theory with economics as the point | EC or an econ-CS journal |
| Broad AI reasoning with no interaction at its center | AAAI or IJCAI |
A project trains agents to communicate and shows higher cooperation in a mixed-motive game. AAMAS reading: strong fit if the analysis is about the interaction - what the emergent protocol signals, whether it is incentive-compatible, how it changes the equilibrium. Strip the incentive and coordination analysis and keep only a reward curve, and the same project reads as a general MARL paper better suited to NeurIPS or ICML; grow it into a full theory of the signaling equilibrium, and EC or JAAMAS becomes the better home.
[Fit] strong AAMAS / possible AAMAS / better elsewhere
[Best venue] AAMAS / AAAI / IJCAI / NeurIPS / ICML / EC / JAAMAS / other
[Interaction primitive] <solution concept / mechanism / coordination / negotiation / none>
[Contribution sentence] <one sentence>
[Top rejection risk] <single-agent-in-disguise / concept-unnamed / thin-evaluation / scope>
[Next action] <theory, experiment, framing, or venue switch>