Aamas Review Process skill

AAMAS Review Process

Use this to reason about review-stage strategy. Reopen the current CFP, OpenReview group, author and reviewer instructions, and the code of conduct before making process claims; AAMAS review specifics move between editions.

Process model

• AAMAS runs submission and review on OpenReview under the IFAAMAS namespace in recent cycles.
• Reviewers evaluate technical correctness, the significance of the interaction contribution, the reality and rigor of the multiagent evaluation, clarity, reproducibility, and fit with agents-and-multiagent-systems scope.
• A rebuttal lets authors respond to preliminary reviews before the final decision; area chairs then synthesize.
• Accepted papers and their reviews are published, so the review record is durable and public.
• The most useful rebuttal gives the area chair a clean rationale for acceptance, not a point-by-point defense of every comment.

Who reviews here

• The pool mixes game theorists, multiagent-RL researchers, mechanism-design and social-choice specialists, and systems-minded reviewers; expect at least one to read the game definition and solution concept line by line.
• Because AAMAS is specialized, a paper is likely to meet a reviewer who works on exactly its subarea, so a vague equilibrium claim or an under-specified opponent set gets caught rather than skimmed.
• Borderline interaction papers usually fail on one of three edges: the result turns out to be single-agent in disguise, the solution concept is never pinned down, or the multiagent evaluation is thin (self-play only, no seeds, no held-out opponents).

Scoring leverage table

Review dimension	What raises it	What sinks it
Correctness	A stated game, a named solution concept, and a body-level proof sketch	Hidden information structure; an equilibrium asserted but never defined
Significance	A finding that only exists because agents interact	An incremental single-agent gain wearing a multiagent label
Empirical support	Experiments that probe strategy: held-out opponents, deviation tests	Self-play-only curves disconnected from the claim
Clarity	One notation source and a legible game description	Notation and payoff conventions that shift between sections

Stage-by-stage realism

• Initial reviews: triage by what the area chair would weigh, not by reviewer tone.
• Rebuttal: windows are short; an early, precise reply anchored in submitted evidence beats a late exhaustive one.
• Decision: the area chair synthesizes, and one unanswered correctness or interaction-reality objection outweighs several resolved clarity complaints.
• Public record: assume the reviews and your rebuttal will be visible with the paper, and keep the exchange professional and concrete.

Output format

[Current stage] submitted / reviews / rebuttal / decision / camera-ready
[Decision actors] <reviewers / area chair / program chairs>
[Likely leverage] <correctness / interaction-reality / significance / experiments / clarity>
[Forbidden moves] <identity leak / new results / revised-paper upload if disallowed>
[Next response move] <one action>