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aamas-topic-selection

Agent skill frombrycewang-stanford/Awesome-Journal-Skills

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.

How to install aamas-topic-selection

install aamas-topic-selection
# 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-topic-selection/

# into

~/.claude/skills/aamas-topic-selection/ (all projects)

.claude/skills/aamas-topic-selection/ (one project)

AAMAS-Skills/skills/aamas-topic-selection/SKILL.md

MITFull file
1# AAMAS Topic Selection
2
3Use this before writing. AAMAS is strongest when the *agents* are the research object - when the
4result exists because multiple self-interested or cooperating agents interact - not when a
5single-agent method is dressed in multiagent vocabulary.
6
7## Fit test
8
9- Prefer AAMAS when the contribution advances game-theoretic reasoning, multiagent learning,
10 mechanism design, auctions, negotiation, argumentation, coordination and teamwork, agent-based
11 simulation, or social choice, with the interaction as the object.
12- Route to NeurIPS or ICML if the core is a single-agent or general ML method and the
13 multiagent setting is only a testbed.
14- Route to AAAI or IJCAI if the contribution is broad AI - planning, knowledge representation,
15 reasoning - without an interaction result at its center.
16- Route to EC (Economics and Computation) if the contribution is primarily equilibrium
17 computation, market design, or auction theory with the economics framing dominant.
18- Route to the JAAMAS journal (or its AAMAS presentation track) when the work needs
19 journal-length exposition and a full-length archival treatment.
20- Check early whether the interaction result can be made convincing in an 8-page body.
21
22## Fit signal table
23
24| Signal in the project | AAMAS reading |
25|---|---|
26| A solution concept, mechanism, or coordination result paired with multiagent experiments | Core fit - the house genre |
27…

Excerpt shown under the repository's MIT license.

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