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Get Started Free →Use when explaining or planning around AAMAS peer review, covering OpenReview review release, the double-blind rebuttal on preliminary reviews, area-chair discussion, the mixed game-theory, MARL, and systems reviewer pool, the public posting of reviews and decisions, and how acceptance criteria weigh the interaction contribution.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -11% | 0% |
| case-16 | ✗→✓ | ▲ Improved | -7% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 1% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -7% | 0% |
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.
the reality and rigor of the multiagent evaluation, clarity, reproducibility, and fit with agents-and-multiagent-systems scope.
then synthesize.
point-by-point defense of every comment.
specialists, and systems-minded reviewers; expect at least one to read the game definition and solution concept line by line.
subarea, so a vague equilibrium claim or an under-specified opponent set gets caught rather than skimmed.
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).
| 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 |
late exhaustive one.
objection outweighs several resolved clarity complaints.
the exchange professional and concrete.
text[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>
Other measured skills in the registry, with their headline benchmark lift.